{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "pd.set_option('display.max_columns', 50)\n",
    "pd.set_option('display.max_rows', 500)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25192, 42)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "column_names = ('duration',\n",
    "                'protocol_type',\n",
    "                'service',\n",
    "                'flag',\n",
    "                'src_bytes',\n",
    "                'dst_bytes',\n",
    "                'land',\n",
    "                'wrong_fragment',\n",
    "                'urgent',\n",
    "                'hot',\n",
    "                'num_failed_logins',\n",
    "                'logged_in',\n",
    "                'num_compromised',\n",
    "                'root_shell',\n",
    "                'su_attempted',\n",
    "                'num_root',\n",
    "                'num_file_creations',\n",
    "                'num_shells',\n",
    "                'num_access_files',\n",
    "                'num_outbound_cmds',\n",
    "                'is_host_login',\n",
    "                'is_guest_login',\n",
    "                'count',\n",
    "                'srv_count',\n",
    "                'serror_rate',\n",
    "                'srv_serror_rate',\n",
    "                'rerror_rate',\n",
    "                'srv_rerror_rate',\n",
    "                'same_srv_rate',\n",
    "                'diff_srv_rate',\n",
    "                'srv_diff_host_rate',\n",
    "                'dst_host_count',\n",
    "                'dst_host_srv_count',\n",
    "                'dst_host_same_srv_rate',\n",
    "                'dst_host_diff_srv_rate',\n",
    "                'dst_host_same_src_port_rate',\n",
    "                'dst_host_srv_diff_host_rate',\n",
    "                'dst_host_serror_rate',\n",
    "                'dst_host_srv_serror_rate',\n",
    "                'dst_host_rerror_rate',\n",
    "                'dst_host_srv_rerror_rate',\n",
    "                'attack_type',\n",
    "                'difficulty_level')\n",
    "\n",
    "data = pd.read_csv('../data/NSL-KDD/KDDTrain+_20Percent.txt', header=None, names=column_names)\n",
    "\n",
    "data = data.drop(columns='difficulty_level')\n",
    "data['Y'] = np.where(data['attack_type'] == 'normal', 0, 1)\n",
    "data = data.drop(columns='attack_type')\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def attack_percentage(df):\n",
    "    return df.sum() / df.count() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# delete variables with 0 variance\n",
    "data = data.drop(columns=['num_outbound_cmds', 'is_host_login'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# urgent & num_shells has max 1 but are not indicators\n",
    "indicator_vars = ['land', 'logged_in', 'root_shell', 'su_attempted', 'is_hot_login', 'is_guest_login']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['protocol_type', 'service', 'flag']\n"
     ]
    }
   ],
   "source": [
    "# create dummy variavbles\n",
    "categorical_vars = data.select_dtypes(include=['object']).columns.tolist()\n",
    "print(categorical_vars)\n",
    "data = pd.get_dummies(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# urgent & num_shells has max 1 but are not indicators\n",
    "# is_hot_login is an indicator but was dropped due to 0 variance\n",
    "indicator_vars = ['land', 'logged_in', 'root_shell', 'su_attempted', 'is_guest_login']\n",
    "indicator_vars = indicator_vars + data.columns.tolist()[38:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Multicolinearity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col6 {\n",
       "            background-color:  #f6bfa6;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col7 {\n",
       "            background-color:  #f1cdba;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col8 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col9 {\n",
       "            background-color:  #bbd1f8;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col0 {\n",
       "            background-color:  #cad8ef;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col1 {\n",
       "            background-color:  #c1d4f4;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col2 {\n",
       "            background-color:  #5673e0;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col3 {\n",
       "            background-color:  #f5c0a7;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col4 {\n",
       "            background-color:  #92b4fe;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col5 {\n",
       "            background-color:  #93b5fe;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col6 {\n",
       "            background-color:  #81a4fb;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col7 {\n",
       "            background-color:  #f4c6af;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col8 {\n",
       "            background-color:  #d6dce4;\n",
       "            color:  #000000;\n",
       "        }    #T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col9 {\n",
       "            background-color:  #b40426;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330d\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >0</th>        <th class=\"col_heading level0 col1\" >1</th>        <th class=\"col_heading level0 col2\" >2</th>        <th class=\"col_heading level0 col3\" >3</th>        <th class=\"col_heading level0 col4\" >4</th>        <th class=\"col_heading level0 col5\" >5</th>        <th class=\"col_heading level0 col6\" >6</th>        <th class=\"col_heading level0 col7\" >7</th>        <th class=\"col_heading level0 col8\" >8</th>        <th class=\"col_heading level0 col9\" >9</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col0\" class=\"data row0 col0\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col1\" class=\"data row0 col1\" >0.347533</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col2\" class=\"data row0 col2\" >0.398948</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col3\" class=\"data row0 col3\" >0.455743</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col4\" class=\"data row0 col4\" >0.0729144</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col5\" class=\"data row0 col5\" >-0.233402</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col6\" class=\"data row0 col6\" >-0.731222</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col7\" class=\"data row0 col7\" >0.477978</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col8\" class=\"data row0 col8\" >-0.442621</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow0_col9\" class=\"data row0 col9\" >0.0151847</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col0\" class=\"data row1 col0\" >0.347533</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col1\" class=\"data row1 col1\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col2\" class=\"data row1 col2\" >-0.284056</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col3\" class=\"data row1 col3\" >0.571003</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col4\" class=\"data row1 col4\" >-0.285483</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col5\" class=\"data row1 col5\" >0.38248</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col6\" class=\"data row1 col6\" >-0.362842</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col7\" class=\"data row1 col7\" >0.642578</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col8\" class=\"data row1 col8\" >0.252556</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow1_col9\" class=\"data row1 col9\" >0.190047</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col0\" class=\"data row2 col0\" >0.398948</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col1\" class=\"data row2 col1\" >-0.284056</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col3\" class=\"data row2 col3\" >-0.523649</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col4\" class=\"data row2 col4\" >0.152937</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col5\" class=\"data row2 col5\" >-0.139176</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col6\" class=\"data row2 col6\" >-0.0928948</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col7\" class=\"data row2 col7\" >0.0162655</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col8\" class=\"data row2 col8\" >-0.434016</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow2_col9\" class=\"data row2 col9\" >-0.383585</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col0\" class=\"data row3 col0\" >0.455743</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col1\" class=\"data row3 col1\" >0.571003</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col2\" class=\"data row3 col2\" >-0.523649</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col4\" class=\"data row3 col4\" >-0.225343</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col5\" class=\"data row3 col5\" >-0.227577</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col6\" class=\"data row3 col6\" >-0.481548</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col7\" class=\"data row3 col7\" >0.473286</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col8\" class=\"data row3 col8\" >0.279258</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow3_col9\" class=\"data row3 col9\" >0.44665</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col0\" class=\"data row4 col0\" >0.0729144</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col1\" class=\"data row4 col1\" >-0.285483</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col2\" class=\"data row4 col2\" >0.152937</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col3\" class=\"data row4 col3\" >-0.225343</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col5\" class=\"data row4 col5\" >-0.104438</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col6\" class=\"data row4 col6\" >-0.147477</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col7\" class=\"data row4 col7\" >-0.523283</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col8\" class=\"data row4 col8\" >-0.614603</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow4_col9\" class=\"data row4 col9\" >-0.189916</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col0\" class=\"data row5 col0\" >-0.233402</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col1\" class=\"data row5 col1\" >0.38248</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col2\" class=\"data row5 col2\" >-0.139176</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col3\" class=\"data row5 col3\" >-0.227577</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col4\" class=\"data row5 col4\" >-0.104438</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col5\" class=\"data row5 col5\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col6\" class=\"data row5 col6\" >-0.0302517</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col7\" class=\"data row5 col7\" >0.41764</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col8\" class=\"data row5 col8\" >0.205851</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow5_col9\" class=\"data row5 col9\" >0.0950844</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col0\" class=\"data row6 col0\" >-0.731222</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col1\" class=\"data row6 col1\" >-0.362842</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col2\" class=\"data row6 col2\" >-0.0928948</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col3\" class=\"data row6 col3\" >-0.481548</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col4\" class=\"data row6 col4\" >-0.147477</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col5\" class=\"data row6 col5\" >-0.0302517</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col6\" class=\"data row6 col6\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col7\" class=\"data row6 col7\" >-0.49444</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col8\" class=\"data row6 col8\" >0.381407</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow6_col9\" class=\"data row6 col9\" >-0.353652</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col0\" class=\"data row7 col0\" >0.477978</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col1\" class=\"data row7 col1\" >0.642578</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col2\" class=\"data row7 col2\" >0.0162655</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col3\" class=\"data row7 col3\" >0.473286</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col4\" class=\"data row7 col4\" >-0.523283</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col5\" class=\"data row7 col5\" >0.41764</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col6\" class=\"data row7 col6\" >-0.49444</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col7\" class=\"data row7 col7\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col8\" class=\"data row7 col8\" >0.375873</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow7_col9\" class=\"data row7 col9\" >0.417863</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col0\" class=\"data row8 col0\" >-0.442621</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col1\" class=\"data row8 col1\" >0.252556</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col2\" class=\"data row8 col2\" >-0.434016</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col3\" class=\"data row8 col3\" >0.279258</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col4\" class=\"data row8 col4\" >-0.614603</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col5\" class=\"data row8 col5\" >0.205851</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col6\" class=\"data row8 col6\" >0.381407</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col7\" class=\"data row8 col7\" >0.375873</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col8\" class=\"data row8 col8\" >1</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow8_col9\" class=\"data row8 col9\" >0.150421</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330dlevel0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col0\" class=\"data row9 col0\" >0.0151847</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col1\" class=\"data row9 col1\" >0.190047</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col2\" class=\"data row9 col2\" >-0.383585</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col3\" class=\"data row9 col3\" >0.44665</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col4\" class=\"data row9 col4\" >-0.189916</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col5\" class=\"data row9 col5\" >0.0950844</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col6\" class=\"data row9 col6\" >-0.353652</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col7\" class=\"data row9 col7\" >0.417863</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col8\" class=\"data row9 col8\" >0.150421</td>\n",
       "                        <td id=\"T_2b520eb0_186a_11ea_a04c_8c85900d330drow9_col9\" class=\"data row9 col9\" >1</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x112be7c18>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "rs = np.random.RandomState(0)\n",
    "df = pd.DataFrame(rs.rand(10, 10))\n",
    "corr = df.corr()\n",
    "corr.style.background_gradient(cmap='coolwarm')\n",
    "# 'RdBu_r' & 'BrBG' are other good diverging colormaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(8, 7))\n",
    "plt.matshow(data.drop(columns=indicator_vars+['Y']).corr(), fignum=figure.number)\n",
    "colorbar = plt.colorbar()\n",
    "colorbar.ax.tick_params(labelsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1203c4c18>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "corrmat = data.corr() \n",
    "f, ax = plt.subplots(figsize =(8, 7)) \n",
    "sns.heatmap(corrmat, ax = ax, cmap =\"YlGnBu\", linewidths = 0.1) \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(117, 117)\n"
     ]
    },
    {
     "data": {
      "image/png": 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/uQoAt4vI+yQvATBDRCYD+F8At5D8HczC5HHSwTU26ujkhkcA7APgPZg35nwR+Yrkf2A80w9gFmDNBLBGROpJngHgvyS/gfFy2/gzgGsBzCIZA7AAZo3PPwHcQfJDmLU+b3fOqSmKoihKbrA1cZ5K2naxZ38As741Z6ij0wHaauhYb/M8+/Bfj9SzAvCSiIygiUndCGCG3aceZuFx8rHqYab5Mh3bUGsuR4T2laIoilLexMpA60odnfzzhM2eqgbwZ7soGQB+SfKndvs7AP7VVQMMo6nZTK12b8cdEhWuStSGcU/87Co/XPXU2+8H9raDNw7sw/fYObD9KeCFSz0lju22zGrMiqIUB00txRn2aftOBdr3vZovykHUs4Aud2kSpWclItcAuKaj/ZN8E2YtkM/JIjI7rL2iKIqilBPq6BQ5IrJXpm1JHglgXlK5bUVRFKVMKYMJHXV0ihWSlSJZL90/EqZYYZc4OlHFB/1igH52lR+u8ttEZSx8tWZdxwaoKErBU9steQK7OOiM4qvtobJz08u7hNI/wzwTJbFAcgrJ3W2bAbZSMUiOI/molYRYSPJMkudYuYc3SPZLcawpJK8lOQPAb+2xXyQ5i+QLNKqvCNtO8lsADgdwJcl3SQ6POo6iKIqilArq6OSGbQDcKCI7AlgN4Og07XcC8COY6smXAlgvIrsCeB3AT9LsWy0iu4vI1QCuB3CniIwEcC+Af9g2G2wXkdcATAZwnojsIiKfJnfs65TcM/GO5JcVRVEUpego0Mm0oiNbiYWXRGQdgHUk1wB43G6fjfSFACd59j4wDhMA3A3gb2m2p0REJgCYADitq45Sj4rA9lf3++EnX7vKL6oVlV3la2P5+557+EHuwGVakEtRSp2WeKv3rKrLxpEthVowsByyrnRGJzckSyxUAmiBu77J+dZ++7j3PI70zuc37RyjoiiKopQd6ujkj4UAdrP2MXk6xmtwRQRPhJGiSLV9HYBeeRqLoiiKUmTEyJw9ChUNXeWPqwA8QPJUAE/m6RhnwchCnAcjevazNNvvh9EQ+Q2AY8LW6bSRqwyBGnjTzFkGw6Kmd/1wlR/Gevj8U1wjf3ZbKWv88GmN3hhFT1RB0kKnkMJVPp0s6tklqKPTQawoZ5TEgr/e5iL7+kQAE732Qz074bWQY41Jev4ZgO+EtIva/iqAHaL6VxRFUZRSQx0dRVEURSlTYoUbccoZ6ugUICRvxIbqrdeJSKflfLdN9+drqt/PQLhq8guBvfe2QwPb167yiwH62VV+uOpHf7s1sP3wllLeaLiqtFjW4EJAAwtJNEopWPQuKUBE5NddPQZFURRFKQXU0VEURVGUMqUc6uiUhaND8jUR+VZXj8OH5NkAJojI+hRtFgLYXUSWt6P/SwBMFZHn2zO+XE33nz7xscD+57gjAntdfUNgX/TDb4fvvN2W4dv97AVvmFHZWM+c6bL7m7r1DOzqpvrQ7puqa8KPi+wzeNpzjFzs69Nc4YqqVbU2Z7VvsfKbu58I7H+cfFhG+1Q3uhJV/n2iOLq1uBJgjZVdozlVTOEq/zOcyed2vbgMqB6M52VMyZSDo1P6eWUACs3JsZwNoEe+OheRi9vr5CiKoihKqVAWjg7JOvt3EMmpVtRyDsn9U+zzC5LzSL5lBTtvsNsnkjwmuW9rn0dyuhXT/JPd1pPkkyTfs8c81taxGQzgJZIvZXgO59j959jZoLbtfyT5EclXSN5H8tzkcVrx0D+RnElyNskREccItK7uuEO1rhRFUUqdylgsZ49CpXjmAHPDCQCeEZFLSVYgYkaF5GAAfwQwGqaa8IsA3kvVMcmDYcQ99wRAAJNJHgBgIIAvROQHtl0fEVlD8hwAB2YSliK5G0zRv71s32+SfBnm/TsawCgY0ZeZMFpbYSwXkdEkzwBwLoBTkhv4WlcNS5cI1q9Fc4/e6YaXktuOHxvYTf6xHvccqR//skPHCMMPV33vhocC+ydj9gzsCu+D6U/f7rn1FtEdT7o+ML858leBPXTZ/MB+ot5NUY9d+0lgt9StCez6b/8osDdrWBXYresDvxn3rwifut5jaxfS81NDJ8+YE9gn7rd7YA9scX1mGm5Y60UHKyvcdWppdWPyi0r6U+5xCa8MGVU5NapgWc2yRYE9ba077n5bDQkftIcfroqtXBrY3/QbnNCuNe76bX3VTYD2+c4RCGNtRM23TApsRoUl/O3+fZhtSMEvSOeHK4HEkGVd3PVbG8uuiufcOneMYX2zDF199bmzNw3/jPnZmBJxH6UKGUfpSUWF3Pxr4d+f/j3sX6NPV7nP0uCN+oSOqbJudWDf/7G7947feWjoGHy+eeS2wO7xo5+FtlGyp9wcnekAbidZBeBRT4gzmT0BvCwiKwGA5IMAtk3T98H28Y59Xgvj+EwDcDXJKwA8ISLTIvZPxX4AHhGRb+x4HgawP8yM3GMi0gCggeTjKfp42P59G07wU1EURVFKmsKda8oDIjIVwAEAlgCYSPIn7egmEOskGQNQbbcTwGUisot9bC0it4nIPJiZodkA/kLy4g6fSPto+0nTJjqqKIqilDkkc/YoVMrqHx7JLQEsFpFbSHaDcUDuCmk6HcC1JDeCCV0dDeOoAE6s8wEAh8OEjADgGQB/JnmviNSRHAKgGeYarxSRe0iuhgsZtQlsZpJRNQ3GMbscxqE6CsDJtu9/kbzM2ofBhp46Sqw6NxkVUdkrA/bZQKEip/jH9cNVd015K7Cf+OnBofvGWqMF4j85+ozA3qHCTYdzy60De19x125ZowuzVFe6j9swL9luUY/+gb1l776BfXQPNwXuU0GXsSatbsr89DEuXPX8R58F9qj3Xwzsj3Zx55wqBJQYivFCaBHfGAkZIpHfd+GhiKfnuPDeoTtu5VoPGBTYr01/JbAzCV35VNS4e2GDsIf3U48j3X0SFdDpiAZcVBZNZHZNltpwPqmy67INV/ls493zLcguM62y1oXBo1SfMtGDSpX5FbV/VKgo8Vp4dsQ9vF2V678lIoTmf3cevbk750zCxmsP/HFgD0zbOjcUsH+SM8rK0QEwBsB5JJsB1AEIndERkSUk/wrgLQArAcwF0LbA4hYAj5F8D8B/AXxj93mW5PYAXreebR2AkwBsDeBKknEYx+d0288EAP8l+YWIHJhq0CIyk+REOx4AuFVE3gEAkpMBzAKwFMYZWxPaiaIoiqKUIWXh6IhIrf17J4A70zRv498iMoFkJYBHADxq+1gKYG+v3e+941wH4Lqkfj6Fme1JHtP1AK5P3p7UZqhn/x3A30OaXSUi40n2ADAVdjGyiIyL6GcGjMOnKIqilDkVBZwtlSvKwtFpJ+NJjgXQHcCzsI5OATKB5A4w47xTRGbmotN4s536zjBLJ2o6Oapg1qp33wjs/psNb+8wI/GP63+Q/XDVYXc+G7rvI0fuHrodAOQBp6dVd6HzU6vmu4ynWY3dA3vku/8NbD+jquXn5wZ2/w/dW9bU14WxDr/v5dAxPHzEboHNmCtgePVrHwb2+bu6rJbpu38/sPdu9iOl0SEgP7uoqtIdo7klfLreb+Nny/jZK1FZV4f2c/v6WTM9ViwJ7Av338mNzctS8jO2mprdoP0QE73UtOrGb7C6upd7zRtT60ezXL/93bXxQ0t+lk487s7NP/9M1ipEZRT5ZNJPPB4e9krOZPNDOpXrVgZ2S69+aY/h88oKlzu5d68UDUOINzWGbo/KtPJt/1rUxdznqzYpvhdV0NP/flrh7R85Vu+99e+lptVOf69bhXuhuabW7eud5w/vei6wJ53jsqiiMsd48x8Du/7//SPhtSwvd8ZEfS5LibJ3dEi+CSD5v/nJInJuWPtOHsPssPY+InJCfkalKKWH7+QoilIelL2jIyJ7ldoYMpGXUBRFUZRyoPSDc0nYQoGdcZzKVM8z3S+iDW1qexR5lZcIQ+Lx4FFoZJv+eNSjMzJqVxFj8JB4a/DoEGTwiHkPEQkePv5xK2Kx4JEJLZ++37GxdhFxkeCRLX2b1kW/yJh7ZEnU+9NVRIW0AEDiEjwKmUzeZz+U2NkwxuCRUftMvodiMffoJMohvbzkHJ0IyYWFJK8gORMm6+otr/1QkpEhIpKXk/yARtbhKrttIMn/0Mg9TCe5r90+nuTdJF8FcDfJcSQnk3wRwAvWQbnSjms2yWPtfmNITrMZVB9EjGMojdTDXQDmANic5D9pJBvep5Oc2EBeguTBJF+nkYB4kGRt2DEUQ6o1OqVE5fAdu3oInU65hK6iqk2XGh1JlVfKh1L8NBwCI7kwSkR2gkkBB4AVIjJaRC4HUE1ymN1+LIBJYR2R7A9Ts2ZHERkJ4C/2pesAXCMie8DU2LnV220HAGNF5Hj7fDSAY0Tk2zAViXeBkWwYC5N2Pshr91sRSVWBeRsAN4nIjiLyGYA/iMjuAEYC+DbJkSLyDwBfwMhLHEhyAICL7JhGA5gB4JyI8w20rm67654Uw1AURVFKAebwUaiU4hqd2UiSXLBTar4z8wCMg3O5/XtsRF9rADQAuI3kEwCesNvHAtjBm6rr7c2STBaReq+P59qkJGCkHO4TkVYAS2n0qvYAsBbAWyKyIM25fSYib3jP/4fkqTDv4yAYJ2tW0j572+2v2vFWA3g9rPMErauvv9SfSoqiKCWOppcXISIyj+RoAN+HkVx4wb7kl7udBOBBGs0oEZGPI/pqIbkngIMAHAPgTADfgZkJ29tqTAVYRyK5rG50md3s2wVt7IzUuQD2EJFVtqBgWN4kYZyt40Nei2SuPbPhNanbteGnjmeyvXbYdtkMJ2v84/oinX7V46gQVao1Oo+d6Cojz1nsBPt2G7R5YO9b46obV1V8K7DFE8T0KxeP3X506LEeOtxt99PIT3raSbQ1NLkKuH853glZVvZ0v682FXdbVDc5/3V9hAAikFwB2K07qon8xvDWJvk/7RJ+5oX7zpW1Lpzkj8OvaMwKd/4J4QqvffcMvs0iqxADqNzZpe23RLRLOHbC/wevveRonVomPzWifkanGMPyHhsF9kaRrcIZ3K9P+kYRVHR3n0l/dJHVkBOub2vE9kSi0rb9khfJKenpj+349fOujMQpY13V4902c/fqs0vWBvYjR3kiwhlUfe432n1fpBIvVbKj5Fw5GuXx9SJyD4ArYUJCCYjIpzCfnD8iImxl+6oF0EdEngLwO5iQE2Dq6pzltdslw+FNA3AsyQqSA2F0t95Ks08UvWEcnzUkNwFwqPdam7wEALwBYF+SW9ux9iSZTqBUURRFUUqCkpvRAbAzNpRceCik3SQYR2hYyGtt9IKRe+gO89upbW3LbwDcSHIWzDWcCuC0DMb2CIB9ALwH83vtfBH5iuSIDPZNQETeI/kOjDzFIgCvei8nyEuQHAfgPhp9L8Cs2ZmX7TEVRVGU0iKWYdZYMVNyjo6IPIMNJReGhrS7CsBVafr6EsCeIduXI2Rdj4iMT3o+EcBE77kAOM8+/HZTAExJM5aFAHZK2jYuom2CvISIvAizFqhgYAnEhRNSiSNSkhOqAPiFDbKMbkSlrXckm7lQUqGVzqXFC6Giqvg/h51JJp+ZuBca63C5iU6gkNPCc4Xe5YqiKIqilCwlN6PTXkg+gg3DWL+3M0SdOY7+AF4IeekgEVkRsl1RFEVR2kVFGczoqKNjEZGjunoMAGCdmUwXN+eNQX3bMgoyi7E0RGTwRInsTfjCtTlz+3YOMgX+cTHJiW9+crTLmvIFOn38zKpkjnjwtcC+b5/BgT3DW/M+5K07AvsquoyvNetdkt7VB7rMrPe+cP5rz+7VgR3zxudPmd9z4umhY/v87ssC+7PTLgnsTRa7GpSfDnLZbsNSZHVUrHFjilVVuXG0RmSOZFBN2A9X+hW0P2px57x9o8uKW+wlEfpJUIPXu6wW/7h+Zpafdbe8wmXE9Pf3TeKeuV8F9kk7eoKNPVx2TWXd6tB9Y9Xh4rfSGiHe6K2LiGqTcG4R6yj86sb+e5M8Hv96DMwkPS2CvjO932BjDotuGMLCuHufhzXVhzfyssUCYWEk3jv++5FMVb0TzvWFNn2i3sMoWmrdZ/WGA7YJ7O593P3mfyr2HL5lYH/2t7MDe4s/3ujG2ZNeo50AACAASURBVNqMMP7wpfus3RjaIveUg6inhq4URVEURSlZ1NFRFEVRFKVkoWZebAjJ8QDqYGrVTBWR50nuD+BmmJT1fQBcAlOU8CkROS+qr86GZF8AJ4jITR3pZ926dXm9MVoXzA3simFZZ9dnxbwVLlyxQ7WbZK7rvbEbgxca+NArBJj8+Ri+cGZgH//6F4H99Kk/DOyPW13YYLAXNoo3NwX25BZXqu3YPXYIbH9ava7XgNDxLfjahZXqG90UeO8eLtQzrK8L1xQ61V64qqlb+LirvVBHVBHK5go37R8VGkhFZ96TXcmbn7n7e9TQIYEdWbjP48v17h4e1KM6RcvCYul6dz9s0qMqRcvUTP/cXbs9ttgksKNC99nek62ffRTYFVsmFlXt1atXXmJM1z41NWff9Wd//4CCjIPpGp0UiMjF3tMTAVxmCxHCSi/0s3IOWUOyUiSDb5bs9+0L4AwAHXJ0FEVRFKUU0NCVheQfSM4j+QqA7ey2iSSPIXkKgP8B8GeS91qV8VoAb7cpkIf092OrUv4eyal2W7Ka+f0kf+DtM5HkMRH9Je9bS/IFq0g+m+QRtunlAIaTfJfklXbf86zK+qw2lfOIYwSinnfccUdUM0VRFKVEIJmzR6GiMzoASO4G4DiYbKdKADMBvN32uojcSnI/GJHQh+w+dSKSKjvqYgDfE5ElNpzUxmgAI0VkJcmjYByoJ0lWw2hqhafUbLhvJYCjRGStVSh/wzpgFwDYqW1sJA+GUT3fE6a682SSB4jI1OTOfVHPplXLBS2NCRoxuWTloK0De2BejuAYumx+YHNLd9yq+U63xi/s5etWJWcT+dlVT3vaSIdOeDyw79/fZVot32GfwP5q9brAPr6Hyy6Z87ULV32xak1gj6lcEnY62HGwy+pAjZsab21wGSdT57s+96txk3/V/V24LioE1NlEhasmTXdhv5NHpSpgbqhtdOfv37eZhL0AoHkrV48zE12iYmX/TV02UlOW5zlorctMQ48tohuG4GcXjhrcP6t9fTJ9P306Eq7y2XdTl/HV5G33w1X++FqXuHAoMgiHzu3uPp87tm+IWVNRBpWRdUbHsD+AR0RkvYisBTA5B32+CmAiyV8isSaur2b+NIADrTTDoTDrgSLyLjfYlwD+amUongcwBMAmIfscbB/vwDhwI2AcH0VRFEUpeXRGJ0+IyGkk9wLwA5gQV9vP/2+8Ng0kpwD4HoykxP1puvUVzk+EmQzZTUSaSS5EtHr5ZSLyr3adiKIoilKyFHLIKVeoo2OYCjP7chnMNfkhgA45BiSHi8ibAN4keSiAzSOaTgJwCoDdAYzL4hB9AHxtnZwDAbTFM3zlcsDofv2Z5L0iUkdyCIBmEfk6Vedrqkw4IZNMDCD77ILuM553T/Y7JKNjtJcn6t309r7iQhqzGsP8QmDfmr6h24HEYoAfj3HLqfxw1XHTPg/sB7u7Y1d/8mFgf3nISYG91bzpgT3oa5fJ9dwQFybz+Xb38IJpbyxy4aoxPb33YNDwwFxQ54oWDkN0CMDPIvGntlvj7U/QiOpnXb0bk1/M7vDKVYG9ttvItH1GEW9qDOzmmuhic62vPxvYDXt9N7D9z4B/XaLG4d///uciV0T171/TVJ/bryt6BHb0nR7O3Io+gZ1tXtqu3d2YMilDGnUPoh3JXlHXySfq/vSvpf85icq0WtvNff1O875j3B0VzeZzXUFSbPKD6IZKVqijA0BEZpKcBKMq/jWA6Wl2yYQrSW4DM6Pygu07bE3PswDuBvCYiDSFvB7FvQAeJzkbwAwYFXOIyAqSr5KcA+BpETmP5PYAXreeex2Ak2DOU1EURVFKGnV0LCJyKYBLU7w+Lul5eH1x9/qPQjZPhKdmbts1A+iXwfgS9rUK6vtEtD0h6fl1AK5LdwxFURSlvCgHCQh1dJRQeq42hbFa+2SWHdGz3hXl86d3ozIkbqt3k+ZODSZ3+Mcdu/aTwF7W6AqkjXz3v6H7VlV8K7CZlHXla1f93isG6GdX+eGqHz/nCoBtVOt845veeTGwe43eN7C77+KOPfo+rxSSN47qbusDWzxtoK2evC+wY+c43avKdSsDu7rKyxqpjv749/pmZfgLEZpWUVpMkRpY3rg/XeMmMofEvHDiru66NHv9+/eajx+iStje6EJjPdcn6Rx54xv/uQs/XDnKZb/5WWG9G9z2qH58qpEqt6DjJPTvXVNWJL63fhZa3+WL3AubhmdOdWtx19Lfd7N5b7hGA7+X1Vjj/VyuhN+/j6+BVu2dj399W+vd/Z/8/RSldeXfM762WMJ96x3Db+P3I18sDOza3u47zNfD6rF8cWCPes/ThB7xK6Tjpjr3+fy/Da5RL+SDiljp5ySpo9NBSP4BwI+TNj9oZ4ja09/3AFyRtHlBoYiOKoqiKEoxoY5OB0kX8mpHf8/ALCBWFEVRlLyioasQ2nSgROSqkNfGAGgSkdeSX/PaTIRXeK+9kLxQRP7akT5KlUzeh3RIa24KpkUV9KrsxOnSljoXbqiudLd86/q6sOaQVm/KvCLxtTXrXRgk3uzSP/xigH52lR+uWlXnptzjze66LPGqAqxb5cbUfb1fTcARbwl/b2JVbjy+JtEma1z2EgZEZx35+CEEHz9Ck9gm/KuEsfB+xMtqiZo6/3ytC8ts3MfrXyJydiJCNxU1PbwmiRk3/vhqulVHtku3PeE8Ey9S+PaIcSd1Gr49goSxMUVeUwf0DePN2WuIteFnPvmhq6h7zT8f//qyoiKseerX/Gvs2RJ31zjhPYx6TzLA18dr+WZdipYb4mcgKrkj1/9txgD4VrpGOeLCTjpO3rDVjfOx7xh03vugKIqiKAVLRo5OhA7Ub0h+YPWT7ic5FMBpAH5ndZb2T9HlASRfIzm/TduJhiutPtTsNg0pkoNITrV9ziG5P8nLAdTYbfdGjLknySet1tQcr7+Lre7THJITaHOuSU4heY3VevqQ5B4kHyb5Mcm/eP2eRPIte+x/kQz9CUGygka7qu18fucd51qSMwD8geRntCte7ZgXkQwtvpG0729J/pDkmyTfIfk8yU3C3geSA0n+x573dJL7RvQfaF3d/u90tQsVRVGUYodloHVFSTONSVPRdyKAveB0oG4GcA6AYSLSSLKviKxOFdby+psIoCdMJeARACaLyNYkj4b5B30IgAEwtWz2AnACgO4icql1KnqIyDoaranIFG/b3yEi8kv7vI+IrCHZr01GgeTdAB4QkcdpKhS/KSK/J/lbAL8HsBuAlQA+BTAKwMYA/gbgR7ZQ300A3hCRuyKu2+Ui8l37vO0aTQHwgYicYbc/BuBaEXnJOmPfFZFTIs4ped+NAKwWEaERHt1eRP43+X0g+W8AN4nIKyS3APCMiGwfde0A4NV5nwkAjByUNvMdQHTxrCiaP54V2FXbhBeDyxVLvCJ5W4oLH7X0Cj+35z/6LLKvsX3ch3nSIhdmOn64y/74srvrt6eXXeVP+5/4ttP9ufInRwb2iIGuIFsUT7/vtLuqKp2fvVk/l/mxU403fe5lhKxucdv7VhbGF1NlncuE8sdatd5lyjT3yCzk1hEa57jyWd122iPvx+sq7nljdmCftPfOWe07d5kLA2dyr5Yameh1vbrAFf08cMhGgZ2JLlfrAqeN9cWAoQmv7TB4YF4+sLdPeav9scwkfj5mz8L4Ukkik9BJoAMFADTCkQAwC8C9JB8F8GiWx31UTF7sByTbcg73A3CfiLQCWEryZQB7wDg8t9tZjkdF5N0MjzEbwNUkr4BZEzTNbj+Q5PkAesDUr3kfQJsi42Rv3/dF5Et7zvNhKhvvB+P8TLfeaw2iC+/NB7AVyesBPAlTGLCNSUn2sQBeghEW9XKKQ/H33QzAJJKDYOqFLojYZyyAHTyPuzfJWhEJX6SiKIqiKCVCR9bo/ADAjTCK2tOZ3XoTv0BASg/QqmwfAGAJjEzDTzI5gIjMs2ObDeAvNmTVHcaROEZEdgZwCxL1odrGFU8aYxzGKSSAO0VkF/vYTkTGRxx/Fcws0BSYmapbvZf9VaaTARxCsh+ME/UiUuPvez2AG+y5/ArhWleAeZ/39sY9RJ0cRVEUpSIWy9mjUMnEOQnTgboFwOY23PIKzExELYzOUnvnmKcB+BXJO2FmWg4AcB7JLQEsFpFbaFS+RwO4C0AzySpbWXgDSA4GsFJE7iG5GkZPqs0RWE6yFsAxALLJ/noBwGMkrxGRr61z0ktENoh1kBwAk/n0H5IfAbgnrEOrPzUdpnLxE3ZGK1P6wDiAAPBTb3vy+/AsgLMAXGnHtku6mbHqyujMhjAy1cRqo6pXtio77WezBpd1tKiHm27u/+HM0PZjtw/XmAISp66P3cMVW5vztQu/+NpVfjFAP7vqyh2dv3reXW5C9NeHHhDYB4o7Fr0vkbEj9wpsX/dorfcW/Ov1dwL7qHWuaGHzmKNdo8rc6zC1h+Tidm3cMct9rHbeYnBgR4UMoorQzW9wM/NDaqN+CwDV/QamHGcx42c8bTNo43b305FwVVSIMluiihl2Bnv0d/cPI8bRt4cLUa37+P3A7rbj7mn7/7h2UGAProm+V3NJIa+tyRVpHZ0IHSgBcA/JPjCzHP+w608eB/AQySMAnOWFizLhERhJg/ds/+eLyFckfwrj8DTD6DS1zehMADCL5EwROTGkv51h9KbiAJoBnG7HeAuAOQC+QpaaViLyAcmLADxrFxA3A/g1gLBFHUMA3EFXWvf/peh6EoAHYbKlsmE8gAdJroKZCRpmtye8DwB+A+BGkrNg3vOpMLNMiqIoilLSZBRuiiiKd2VIu3kAUq4sjdKMErMq+jz78F+/E8CdIf38HmbBcNRxQgvvichFAC4K2T7Gs6fAhJzCXpuExHUyUcd/D2b2KfI43raHkCaEF7aviDwG4LGQdmHvw7Hp+lcURVGUUkMrIyuhpJuibkhakpVt6MoPE2Qj2d4e/MKAW3r6NE19vRBIhtO3Pbu7onL+VPwXq1w2yqCvXdaFr13lFwP0r68frrrx6amBfcgJY8IH0RpetM3PwKrt7qbSew92mTXd4y5k1oLOCx+2h4XLnN5WJtlBUWGMISnldx0cPDSzhkWIH+Lcf5CndxbRPiqLsiPhp1h1bsJMdd3cG1oV8VnIF2u7u89t1Hfe6P6uQGWjZBcm7Ffr6ap10n/nKJm6UiJvl5I51oBKcZz+MGtnkjlIxFvkkEdIvgkg+VN8sojMDmufQX83AkiudXOdiNzRnv4URVEUpVzJm6OTaw2oFMdZAWCXfB8nzRj2St8qq/5+ncv+FEVRFCWMQs6WyhVdErpKVViQqpfVIUj2BXCCiKSrx5OS6kYT4mjq1jP09eRp2+omp0vkF8aK2v7lsw8Hdv/DwtaSdwz/uPevcLo1R/dwU++H3/dyYPvCdg8dHp11FXvAVQmou/D6wB5TuSSwnxvi9h99n3sbErSrfuGWovnZVX646of/nhI6hkeODM/euH6eyy47f1eXETa9yU027rrUjbMyRejBz+DyQ2LNLeFJgX4bvwhp3LOjxAN7rHbn39DDjenifUe4fb2QydqeriBjzPuSbmp2g/an/f0snVUViUXb/IyTlleeDOyKfb/vxufpRtXFXfu4p8VUWeHGEcvgH0e6Qq3JY4siHqETlTwG//Mab3SfDUQUsYsKy7yy3BXf3DvDkGAbLXWuACT6ueP6YTL/uvi2fy2aG124qirpP1i9J05XA3ev+vfAilj6bCb/vfXvpepFLoOxeuCmge1/T7Y2uOt7pPcd8+jvTk573G9udMpGDef9PeG1Xmn3bh/lIOpZiK7cGJSAXlZyXaFM6wxl0i5Nm74AzsjkWIqiKIpS6nSao8PS0svajeTLJN8m+YytTBymRTWR5M12Dc/fSPYj+ag93zdIjrT7jSd5N8lXAdwdMZZxJCeTfBHACyRrSb5AcqY91yNs08sBDLfn1VY35zwajatZJP+U4j0KtK5uvSt0GIqiKEoJwU7WuiJ5CMmPSH5C8oIU7Y4mKSTTFyBKQ6eErmh0n46DWUvTppf1NoALsKFe1s1Io5dlGQQjyTACprrwQwB+ZI8xClYvi+RUGL2sZ5L0sqaRPFNEUq3vOQTAFyLyA3sefWikKK4HcISILLPOz6UAfm73qRaR3W37iTAyDd8SkVYaOYh3RORIkt+BKXzYdvwdAOwnIt688gaMBjBSRFbaWZ2jRGQtTXHCN2jkOS4AsFPbeZE8GMA2APaESWGfTPIAW3E6ARGZAFOfCI3Lv8qZ/kkx0OqFABjzwjDxxFCNP51ekUm6AtP/lmAZxMhzSUI4LIP24od3UtTBzPSLOtdEhWiyJdPrIvH2f7RbJTxUlhEZhOt8/POpKNLwSjzLc/bJJLxZbNj/vzcC+C6AxTD/oyeLyAdJ7XoB+C2AN3Nx3M76hg30skRkLZymVJte1kkAsstPtnpZ9gJtoJclIksB+HpZP6NZG7SziKzL8BizAXyX5BUk9xeRNTCzUTsBeI7kuzA1eTbz9kmusfOgV+14P9gZGxF5EUB/km25npPTODkA8FybICmM0/JXmiKAz8MUKNwkZJ+D7eMdGAdzBIzjoyiKoiidyZ4APhGR+SLSBOB+AEeEtPszgCsANIS8ljVd/VOy6PSy7LHe93SjdhaRg73dvknqJvl5FJm089ucCGAggN3s7M1ShGtdEcBl3ni3FpHbMhyToiiKUsLkMnTlL3+wj1OTDjcEwCLv+WK7zR/PaBiJqSeRIzor66qU9LIuBzCQ5D4i8roNZW0rIu+H9REyvhMB/Jkmu2y5DT2151z7APhaRJpJHghgS7t9HRIX6D9jj3ev1dUaAqBZRKJU1wEAnzQaH3iLDGt8NUVkb0Rt7zV8+8w6bif+cffYesvArqD7gfDwEbuF7nvS09EyYPeceHpgf/q1yxbacbA7xre7u9u3utv6wI63uEnLp9+fH9i+dpVfDDAqu+qoR2cEdm2Ne4MuOvp7gV3Z091TW1a49Jjura59qinUxGJlLnxXE/mN4YX4/Ns54dYOn4qvrHW3q5/tU1HjMlliVU6rqTbm9eO1757Bt5mfQbXBOEbuEdgtEe0Sjp3wM9Frn214J+rjn0nkIupapyjg+VU3V/QuW3WvoQP7pW8UQUUPdx/6Vyiy2GjC9c3kHkzMtPLxi0nWZnJhI6YAzn7pw8D+xUEuQ3DUYHevvr3WjSHqOyaKAXt/J7CjziXXZBSCzxB/+UN7oJFM+juAcbkaE9BJjk6J6WU10Sx+/ocdeyWAawFk4uiMB3C7DTetR6IQZ7bcC+BxkrMBzAAwFzB1hUi+SnIOgKdF5DyS2wN43TpUdQBOgnkfFEVRFKWzWAJgc+/5ZnDC1ID5kb4TgCn2/9WmMOtKDxeRGWgnnVZHp8T0st6FmS1K3j4mzThXAjgyZL/xUWPw2kwEMNF7vhzGqQtre0LS8+tg1NEVRVEUJaCTF+FPB7ANyWEwDs5xMMlCAAC7DnaAN7YpAM7tiJMDqNaVEkFza+dMm3YG/syseOcVlV3V0OTCR6kSH+q9wmWoqQptIxFhDL/AXrZ6PX64qq6+MUVLQ6MXMos3udBdfW14cbVCRCIK42W0bwndy11NawcytqQ123yTwsPPOotyEFZ94+WUZLkKNt6cb+W/rkVEWkieCTOBUAHgdhF5n+QlAGaIyOTUPbSPgnZ0WEZ6Wd5Yvgez2txngYgc1ZnjUBRFUZRcIyJPAXgqadvFEW3H5OKYBe3olJNeVhtR4bKOQPPTYxqAS0XkabvtxwB+ISKH5PJYiqIoSvEQS520XBIUtKOj5AYREZKnAXiQ5Esw7/tfYQoihjKkn80oSJG94eNrI/XO4K766vnHAnuL7aO1pXLB5BlzAvv0MS6T6erXXAaFL2z3l+MPi+zr87svC+zep/xfYLc21AX2G4ucLtNWT94X2LGq6sDe7LhzAjtKV8rXrvLxs6t8LrjHzfpe+/OjA3tIP5ft0jx/YWDX9HdaPcn4Y6r2BIVavDBQlNaTT9T0vr89tuRz1+f2Gwf2klZ33Ji4/vtUOdvvx7f9TB4/ZLJeEsfp77P2yQcCu9exTkUlSusqFnFs386kGGBUYbhs1074uleptK4GZpKeFsHb811m8Ba7bJvVvk0rlwV2ax+X7xUVDvPPx78WqcKsUVpXbdp9ALCyyn0eot5Dv4Con2l37uEHBXb/2nAdwB02c5+rv09ZGNgXbR6u++ez4i2njdVj7NGhbXJNJtpsxY46OmWCiMyxGW2/B9ATwF0i8mkXD0tRFEVR8krpu3KKz59gVrgfCuBvyS/6xZ7uul1rCiqKopQ6sRhz9ihUWIp6Gko0dnV7nYhs4Oj4rFu3Lq83RutnHwV2xZbb5fNQCWGYtz79LLDH9gn/YFbWRter/MwrPj2k1tmvzHelIL5V7TKbYpsND+wv17uMis3jrpDgv95ZENi13V1G1bGbuyn2TMb3UbOboD379v8E9q1D3JT5kMOOC+yWWlfwrCupqndhv+Yad84X/ef5wN60rzvnMw/aM6v+/bBFU7fwcAMAyBcLA5uDh2Z1jGKiuil9CCWK2Mqlgd040CnfZJI5mOn7kCsavEL7875wZcNGDmp/0cOq9WsDu7lHBnVtv3JhWWy6Rdrm81a4/rftn9h/r1698uJJPP3e3Jx91x86akRBejs6o1N+xJFYmFRRFEVRShZ1dBRFURRFKVl0MbKSE+KL3bpmP1zTXOEK6fnT2y81uLDP2DyMxz/uwBYXGhn1/ouBPX3374fuu6mEaaMaNln8gXviZYvtV+PFxwa5869ctzKwN1njsqhavGt01DoXxus9eGc3vqZwoTFfu8ovBuhnV/nhqlOWuPDEtf8YH9jDL7w2tH8g8fr5ZFvcMBMWPTwxsDc98czAPn+AK4ZYWZtexLghQhN4VcwLzzTHsVFV+O+7N5vc+7532qMVF354sGGFCz/5n9VMyDZc5bNE3P2crcaWT1RmVTJ+ptmoKncvdSROsxjuXurj3W/+sfzxfdDi2meiejXow9fck/06p/JHJ1dG7hLU0SkzMpGbUJRSJcrJURSldFFHR1EURVHKlAqWvvOvjo6SE+Z1C3TYMMLbHjW9vV/jl96zLXM+Hv+4jZVuyvyjXQ4O7L2bl4fuW90UPbn96SCXITbM36e/K3S3oM6FWaqrvMyJAc6uanHHaB7jCoN1j7vMlF2X+qK+ju6t7nx87Sq/GKCfXeWHq87utmtgPx7aux1fHkJUUVxTtU1g+9on/ff8dmCzwoUDotSA+jR/E7q9ttHTHmqMzjbbrflr71l0McViZIVXJG9BzIVxRnXiGAZ5IeQWtD/jr09TXcLzTDLHZMCgdh/PZ3Czy4qqbHY5Hf53jD++UY3+PZU+YDd3C/f53KOdY8yWcghdlb4rpyiKYimUlHolN2SbHq+UJzqjoyiKoihlSgHX+csZOqPTiZC8hGROkoxIDiU5x9pjSK4h+S7JuSSvSmp7qK14/AHJd0henYsxKIqiKEqho5WRcwzJSpEMlTA7dpyhAJ4QkZ1IjgFwrogcRrIGwDswyuSvktwJwGMAfiAic0lWADhVRP6Zqv8v19QJkChoVy74acrJn49U6axtdKTybLZkmmobxg+vvjOwH//fn+ZsTIpSzizx1uj51dO/rnf/Fjaucd8xUSU4kslXZeQpH87P2Zf8mO23Ksj5IZ3RiYBkT5JPknyP5BySx5LcjeTLJN8m+QzJQbbtFJLXkpwB4A8kPyPNUnbbzyKSVSQnkjzGbt+D5Gu2/7dI9iJZQfJKktNJziL5q2zHLSL1AN4FMMRuOh/ApSIy177ems7JURRFUZRSQR2daA4B8IWIjBKRnQD8F8D1AI4Rkd0A3A7gUq99tYjsLiJ/gnE02lJGDgPwjIgErjrJagCTAPxWREbB1MyrB/ALAGtEZA+YRfe/JOkn96SF5EYAtgEw1W7aCcDbGe4biHreM/H2bA6rKIqiFCExMmePQkUXI0czG8DVJK8A8ASAVTBOw3M2Ha8CgJ8jPSnJPhbASwCOA3BTUt/bAfhSRKYDgIisBQCSBwMY2TbrA6APjNOyAOnZn+R7tv21IvJVhucZICITAEwA2kQ9E2c0GyIqgZYaHT23zswEyTZc5eOHq/wwVvJriqJkjh+u8vHDVT6dWcohjEJ2UHKFOjoRiMg8kqMBfB/AXwC8COB9EdknYhe/iMdkAH8l2Q+m8veL4btsAAGcJSLPtGPI0+wanWEA3iD5gIi8C+B9O4b32tGnoiiKohQ1GrqKgORgAOtF5B4AVwLYC8BAkvvY16tI7hi2r4jUAZgO4DqYBcPJP7s/AjCI5B62r14kKwE8A+B0klV2+7Yke2YzbhFZAOByAL+3m64EcCHJbW2fMZKnZdOnoiiKohQrOqMTzc4AriQZB9AM4HQALQD+QbIPzLW7FmbGJIxJAB4EMCb5BRFpInksgOttllQ9zDqdWwEMBTCTJj62DMCR7Rj7zQDOJTlURGaRPBvAfSR7wMSjnmhHnzkNV1U3ugmwpm5Z+XJZs9Ybdu/K8O0+vVN8KirWrAjs1j79Q9v4Ib5e3zhRT4m7SqqZFK7LdnxR55lJVkdyqKocM7I6M1tOKQ+iPpNRVNatDuzOKm5ZDpWR1dGJwIaPwkJIB4S0HROy7SGYUJS/bZxnT0e4SPKF9pFufAth1gxBRKYAmOK9Vg+XdQUReQLtdG4URVEUpZhRR0dRFEVRypSKMiiNrI5OgUNyZwB3J21uFJG9umI8uYIVnXfrVVb4S9Fc+KiqsmLDxgCQIpMpVlWVtlWuvjiyHV91lXdNOxhmjMrIKpcwlhJOtxYnCOoLWSrhJH6G02dIdub3YnBMDV0pXY2IzAawS1ePQ1EURVGKEXV0FEVRFKVM0To6Sk4geQmAqSLyfA76GgOra9XhgXUhfgZSeteTSQAAIABJREFUvmlp9Y7lZyO1hE8lR9T1AgBIa/qQUGvcK7TIWJiZEdmOr6XVa+8dq6MFyTSMpbSh4ars8D/Dqb5X2sjk+0XJHnV0ckQqMU8Rubizx6MoiqIoihYM3IAiEfPsbcf4EcmbvWP+guQ82+8tJG+w2yfadjPs66GzQb7W1R133JGrS6ooiqIUKLEYc/YoVHRGZ0PaxDx/AAC2OODTAI4QkWW20N+lAH5u21eLyO627WgYMc+X4Il5tq1q98Q8jxWR6SR7I0nMk2Q3AK+SfNZWOQ5jTwA7APgMRmz0RyRfA/BHAKMBrIORnfBlH4ba/YYDeInk1iLS4He6odZVHpHOC11lUqirM8h3uC7uh8zy9BNGw1iKUlroGp3ypBjEPN8Skfl23/sA7AdTtfllEVlptz8IYFtvnwdEJA7gY5LzAYyAUVlXFEVRlJJFHZ0kikTMM3m2JZPZl/bsoyiKopQwWkenDLFinitF5B6SqwGcASvmKSKvW8HNbUVkA40rEakjmZGYpw1d9YIJXbWJeb5oQ13bAlgiIt8gnD2tSvlnMDNIE2BERK8luRFM6OpomNmpNn5M8k4AwwBsZcfSdWSbgtQB1os7Vg92rGBgtuNmQtw6u49btuOLKoyYL0otjMWYLllUckvWBQP1HswL6uhsSDGIeU4HcAOArWHCZI+ISJzkXwG8BWAlgLkA1nj7fG5f6w3gtOT1OYqiKIpSiqijk0QRiHlOCRuL5d8iMoFkJYBHADzqvfa8iJyWrn9FURSlfNDFyEqxMZ7kWADdATyLREenbImLX8DPmSIRy5QK5HNf6OPzKYUwVmcWsVTKA4n47ols3wX3YEUZhMvU0SlQ2iPmKSLnRmwfl8OhKYqiKErRoI5OgaJinoqiKEq+0ayrMiOXmlQhfU+EycR6qB37ng1ggoist8+fAnCCiKzO7SjLi3hnhIYStK6ym5bOdnyF8oVVrGEszXhRsqEeLqOqJiKjKipsHkVX3IMFXNA4Z5TdJ9su1A1FRC7Oh5OTA84G0KPtiYh8X50cRVEURUlP0To6ha5JRcMNVo/qeQAbe69dbPuYQ3KCbTuc5EyvzTYkZ5L8DYDBMLINL9nXFpIcQHIoybl23PNI3ktyLMlXSX5Mck/vHG+35/EOySMixqxaV4qiKEpJUcyhq0LXpDoKRvJhBwCbAPgAwO32tRtE5BJ7rLsBHCYij5NcQ3IXEXkXwM8A3CEi15M8B8CBIrI85DhbA/ixPc/pAE6AkYQ4HCZd/UgAfwDwooj8nGRfAG+RfD65IGGnal11IonpkxKxHaFtkslkarkiR3PB7RlfoVGsYSxFSUdziwtX1UT8J4367ikkYmUQsi3mM5wN4LskryC5P4DN4TSp3gVwEYDNvPZhmlSA0aTyXwNCNKlEpAXAwQB+Yvt/E0B/GE2qMA4AcJ+ItIrIF0iUgziQ5JskZwP4DoAd7fZbAfyMZIUd378zuA4LRGS21bF6H8ALYnIaZ8MUIYQd9wV23FNg0s+3yKBvRVEURSlqinZGp0g0qTbsgOwOI/a5u4gsIjkexvEAgP8A+D87nrdFZEUGXTZ6dtx7Hod7fwngaBHpWtkHRVEUpaCIFWJhrhxTtI4OC1+TaiqAX1l9qY0BHAgzQ9Pm1CwnWQvgGAAP2XE1kHwGwD9hwmRtrAPQC0BY6CoTngFwFsmzRERI7ioi77Szr5xQrBkumRT0ao17U9QS98z8Tl0nZF0V4Cy5hrGUUqJ3Hv57siJK3y5/FEq2Zj4pWkcHha9J9QhMWOoDGJ2p123fq0neAmAOgK9g1tX43AuzvudZb9sEAP8l+YWIHBhxvFT8GeZazLKLsBfArE1SFEVRlJKGkWXmlS6B5LkA+ojIH7tyHPlejNytxUXcGiu75fNQkerl/nYfv00ylXUuq7+ltm9omwavgkHvBqer6s/oNNfUphhx+8bnH7e7tKTtvyspxBmdzrwnlfIg6rsniupGFxxo6tYz4bVevXrlZepl/rJVOfuu32rgRgU5PaSOTgFB8hEAwwF8JyLDqtPIt6PTumBuYFcMG5HPQyU4AC/NmRfYh/YLnyaurO0V2ddHLdWBvX0P95n2v5SWNTgn4+s16wLb15TZqcZdXlaET6w2rw5fohU1vvVLPg/snltuHdiLHp4Y2NdUubXzV/zP90L76WyinJ7qpvrA9kOd2Tohqf55+MQXfxrYsc2GZ3WMYsK/rk3VNVntG1u5NLDj/TbJ7rgZvg+FTCY/dBIc5mVfuRcGbZm2/7nL3A+jEQP7JLymjk77KebQVUHAdmhSRSEiR+VmVIqiKIqiAOrodBjVpFIURVGKlcqK4kwMyQYNXeUY5lEvK4NjT0Q79bSSKaU1OlFrVxoi1EBSrW/JdvrdDxP4ZBIyyHZ8xbRGJ4pCXLujKGGsbnFfkX0rwyM22X4mU4UV8xW6WrRqbc6+6zffqLeGrkoFkpW2gOAGiMjFnT0eRVEURVHCKf05qxSwwPWybB/neW3/5G3/id32npWRaOMAe8z53jhojzmH5GybOh92LNW6UhRFKSNiYM4ehUq5z+gUtF4WyYNhJCb2hKluPJnkAQBWwEhcfEtEltsKz20MgtG6GgFTAfohAD+CWUc0CsAAANNJThWRL/3jdabWVeNyl72BTfOrRlGzbFFgy4BBgd1jxZLQ9hU10SGpxUG9R0+lFcCk6R8E9uGVq9wLu+4bmJ+vddPSw1vWBvYdsz4L7IXLVgb2xfuGZ6NFjW9Jq/s4//OZVwL7/AEuTNh/z28HdiYp7p2BP12fj6KCmYZJO5JRVC5kknUURUeyvQoF/xz6ZnAO/ndMJvfUgibnLAypTtFQyYpyd3RmA7ia5BUAngCwCk4vCwAqAPjOQJhe1kswelk3JfW9gV4WEDgvI9tmWwD0gXFmwoRBD7aPtirGtbbtKAAPtqWgi8hKb59Hre7VByTbPln7wepuAVhK8mUAe8A4QoqiKIpSspS1o1MEelkEcJmI/CthI3lWin187avCnUtUFEVRupxYrPT/TZS1o1MEelnPAPgzyXvt8YbAyF28COARkn8XkRUk+yXN6iQzDU53qx+Msvp5mV+p3BOrdiGE9PVCO8a0te4Ir013IZ0L998ptH0qvRm/uKk/jX3yqGGBvbbbyMBu9r5ENu7jPm7N3lr2nbcYHNgn7b1zYMe8MIFPrKoqsH3trZhXhXXTvr0Du7K2wY2/C7R00hGle5arMFamWX3+dc33PVmsRBW3zIRiDVd1hGy/56orO/9fcky1rkqegtbLEpFnSW4P4HUbSqsDcJKIvE/yUgAvk2yFCW2NS3GejwDYB8B7MHKP54vIVynaK4qiKEpJUNaOjg0fhYWQDghpOyZk20NICg+JyDjPng5g75D+L7SPTMZ4HcysUfL2OwHcmbRtXNLzWvtXYGZwunQWR1EURSksykG9XAsGKqHkO+uqEDIwfMG9uPc5qI1Fn3rVepct1dyjd2ibBFHPRqd1BXGT15kUG8x2fNkKCBYr+SoqqKKeSq6pizsnItX3Shupvl/yVTBwWV19zr7rB9bWFKTXVNYzOoVCLvWyFEVRFEVxqKNTAKhelqIoiqLkB3V0ckxXal0p2RHzsn0S8n5SadIwfTHxihyla2Y7vnKItQP5KSqoKNmyrMF9Dgd2D/9XWulnOWaiP5fB90uuydX3VSGjjk47UK0rRVEURSkOVOuqCLWubL+zSHa3x36f5E5R7e32KG0s/1iqdaUoilJGVLU25+xRqJT7jE5Ral2JyFSSk2GqOdcAuEdE5rRTGysgW62rjmT5xJu8As5dlHXV1Bw+lRwxCw0gseBec4UrMFfbWBfaPuE8vawreFlXUdk+2Y4vIXTlvXt+FlifZleXshQyi3IZxkp4r0rg2uSDQsiWLBR61Tjdu6iwlP8ZTvW90gbLIIzUFZS7o1OsWldTAVwCYDqABgC/SdM+lTZWu/CdHEVRFEUpVMra0SlWrStLfxhHpgpAdzu29mhjKYqiKEqnQPIQmCK4FQBuFZHLk17vBuAumP+rK2CiIgs7csyydnSKVetKRL4G8C8AfwQwDMAVAM6Mao/stbHSkmmo6vInpwX22YcdGNhS2z+wa5B86TrOb+5+IrD/cfJhoW16t+Pu96fr/Zh0JmGgbHWCsh1f90yyOkoYzcZSOpO4pzMXJZ+c7Wc4k0KixQzJCgA3AvgugMUAppOcLCIfeM1+AWCViGxN8jiY/2/HduS4Ze3ooEi1rqxH3Cwi/7Y3zmskv5NDbSxFURRFyTV7AvhEROYDAMn7ARwBwHd0jgAw3toPAbiBJKUDMg5l7egUsdbVpzBTe7AzSXulaR+qjaUoiqIouYLkqQBO9TZNsEkubQwBsMh7vhje/6/kNiLSQnINzFKN5e0dV1k7Okr2+Bk8mYRKLvjB/u6J136tt2tNB+/CerhMqLYwWHK4KrZyaWBX1Ljp4WyzHJZXuH39aWk/G8XP3ok3NnjH7RHa5/wG90NlSK3b7mdjAYDEw8OF0trq2e7CxqpMVlg1gKUxE3KrRxUGNho9nUrUo6W2b2ifnUl1Y2LUtimDjLR0JIerMgllNa9d7Z5E6JiVAh3R9GqtX++etCPrqtiztvzxZ3r+/v2dSWhqdYv7PuhbWVxZWH7mbiGhjk4BUCxaV9k6OZ1BmJOTTK6cnK6kvU4O4JwcAIGTA6AgnJxkcuHkJKPrdQqDYndy2kM5OTkZsgTA5t7zzey2sDaLSVbCZCav6MhB1dEpAFTrSlEURSkDpgPYhuQwGIfmOAAnJLWZDOCnAF4HcAyAFzuyPgco88rImUDyEpJju3ocyfgVmBVFURSl0LHSSW0Zwh8CeMAmy1xC8nDb7DYA/Ul+AuAcABd09LjsoKNUEqTSripUSE6ESWt/qB37Eua9j8wRz6QyckfozGnsqPBWVNHDVKnz/5+98w6Xqygf/+e9uTeNmwIhhIQEghB6J/QakCIgxQKKiDQRBREUBUER4aeCIF1AkCoIKFIU6SWKfIGAgoCIjS69hph+7/v7452zZ+7mnC25u/fu3n0/z7PPzp6dM2fmlJn3vO/M+3bMTk0/C3LmccQek5eYnc770O70lC4Y1kk5qq1fbzxVtwqxGQt6mrJqZSpznIRqn8mOOamH9eI+YsSIEXWxZdWyr69XHXvLgNLoSIPHrhKRNhG5QESeFZG7ReS2qOztReRxEXlKRC4LTpMQkRdE5Mdh+wwRWTkqcutQn+di7Y5kx8eaLCL/EJGrgKfpaSd1HMdxnAHJgBJ0SGNXrauqawF3AOcBn1LVDYHLsNhVCYNVdaqqfh94AotdBVHsqiSjpLGrvqaq62I+cXrErgI2Ar4Y7I9ZfALzobMG8Hlgs1D2UOAKzAPk2tjcqS9H+30Qtp+P+fVJGA9sGep7aigrjne1HrBhiHdF2H6Bqq6pqi8WV048qKfjOI4zwBhok5EbPXbVlljMqW7gdRG5Pyr7eVX9Z/h9JXA4qVBzbfR9VlTezaGsZ0RkXNiWF+/qJeBFVX04o16ENlUV1LNZ6IpXLEWivUgfaFmlLUpWZ06qtn590p4mp9Sy87u+9pm+ro4zwGmGZ7LYjUXvGFHDsmrHgBJ0miB21eKiOen4DpXoOyve1WR6ttdxHMdxBjwDynQlFrtqtqpeDZyOeVwcKyKJiahDRNbM2ldVZ2FL38rGrgpljQhr/JPYVR1h+yoikucw4UHgk2GuzjjS0BH/ACZH828+D/wh2m+f6PuhMqfhTuAgEekM9VlORJYps4/jOI7Tgmh3d80+jcqA0ujQ4LGrgN8A22NxPV4G/oLNv5krIgcCvw7C06PARdF+S4rIk5gG57OlTkBevCuoLnJmMvu/ktVBkL+KKm8ly3duTy1oJ+6RBvusFbGjrq4H7ymkZZ2N0+3/eDLdITIxta+9YW65Vz/7eiH9qaXTfRZ8ZK203IfuKqRPeildzDdsyOBC+psrpl6SBy81Nq3GhMmF9MI//T7dHqnA29fZKLNuM3//q0J66NY7F9KPzB9aSG+44M1CumPKOpnlQJEH2AqQtvRcxB1evD2POa+/Uki3TVwpTUeOHmMHiLHTx5jYI3VM7PF4yNLjevwXm6t2POe6zO3xfZt3XuJ2xvnzzAKV5MnLn0elKxnj89q91LjcfFnMfTJ9boeukxXdpgSvv5Sml12+bPa889I1N21nsdPLvHNQyf2cdw/nlhMtWo2dAcYrM2c98Uiaf/Mdytbht8+lz+fH1qys73XKM6AEnUaPXaWq3SJyTIgsPgaYgc0rQlXvBdbP2fV0VT02r17hd2eUzox3hc1XchzHcZyWYUAJOk3CrSIyGgtBdIqqvl5uB8dxHMepC/nu1AYM7jCwDjRL7KpSDCSHgXnUy2FgHBNs5NwPCml3GNjYxKaS2Izl8bGcxaVqh4El+pd6OeOb++ZrNevrhy4zviGXmblGpw547CrHcRzHaQxc0HEcx3GcVsVNVwMDETkZ+KOq3lM2c/mytgWOUdXdMv47CrhYVWeH38er6g8X8zjbY0vk27CVUweo6r9DaIirMF8/72DelF8I+3wb89TcBRyZ+PYRkcsw78lvBo/RZRlIDgMdpzfETgXdjOX0F/UyXc157eWa9fXDxk9qSNPVgPGjE5ZlZ6KqJ9ZCyKmAo4Dh0e+yK7FKcCHwOVVdD/gl8J2w/WDgPVVdGfOSfBqAiKyBeXReEwuFcYGIJNEsrwjbHMdxHKelaDhBp9EDcwY6ReSGEJzzGjGOBCYA94vI/SJyKjBMRJ4IeSZH+f8e9h9e4hgKJLPRRgGvhvQeWIgIgBuA7YP/nj2A61R1nqo+D/wbi3eFqv4ReLeCc++xrhzHcZwBRSPO0UkCc+4KEBz93Q7soapvBad9PwAOCvkHq+rUkHcDLDDn/USBORNna1Fgzn1U9VERGUlRYM5gGnpQRO4KAkMW62Oak1cxb8dbqOq5IvJ1YJqqvh2Od0TQyCQhGFYFDlbVB4M56SvAGTnHOAS4TUTmADNJ/fcshzkbRFUXisgHwJiwPY5j9UrYVjF9GeuqL1ddzUx99jEyuuNndWdrWTvb8pvePit1PlfsrCyhVquuqq1fnL9UG5xs8u7J2FzlZiynGqp9JivpX2pOC8zRaTiNDuZAbwcROU1EtgImkQbmfAIz4UyM8mcF5gQz48T/QUZgTlVdiAXB3D+U/wgmOEwpUccZqvpKCKj5BOYZuRJeVtUHQ/pqLMhnHkcDu6jqROBy4MwKj+E4juM4TqDhNDpNEpgz9k3eReXnsVikzxTxRWQssK6qJv7DrwfuCOn/YsLfK2Fe0ihsUnKyPWFi2OY4juM4mcSa5oFKwwk6ITDnu6p6tYi8j5l3xorIZqr6UAieuYqqLhKvKoRWqCgwZzBdjcBMV0lgzvuCqWsV4L+qWm207w+xOPVvh98LRKRDVReE38sn7QD2Bf6UU857wCgRWUVV/wnsAPw9/Pdb4AtYcM9PAfepqorIb4FfisiZ2FyhKViICSeH7rwHvEH0nNXWr01iU9fA77z6AzdjOdXQ4xlukH6lGO1aWD5Tk9Nwgg6NH5izFBcDd4jIq6o6Lfx+UkT+ApyACVqHh/k5z2ArqxYhzL35IvCbcB7eI52TdCnwCxH5NzbB+DNhn7+JyK9CuQuBwxNBT0SuDedjaRF5Bfieql66GO1zHMdxnKaiJfzoNAJhMvKtlfqx6W9aYTLyzJwXmZElxP++nIxcbf08BETvqPaedI2OU468viePUv1Lvfzo/O/Ff9esr19ihZUb0o9OI2p0HKem5HUwHe2DCumeAn++kNA2eEjZ4w1qi551aYuS1Qkf7YPydN3Z5Yg0ZB/TNEhbdbYFN2M55ej5DJd//mVQPwzJLaDscEEnh1oH5gzeixfR5ojITcCKRZuPrWJitOM4juM4Obigk0NfBeZU1b3qfQzHcRzHyaIVpq+4oLOY9FX8rN7kjfa5ApsfdIOITA/7P7Z4ta0N1ZoJ6lKHyNTTw+zTSwdaHV0Lsv+Q6trclneOcurXsw1VHcoB5rWXN0vm4WYsJ4sez3AF/Yq09YP5uQUcBrqgUwIRaQ8OBRdBVU/s6/o4juM4jlMd/f9a3Qc0SfyspK4bicjjIrKSiGwTYmU9EbaNCNkWibUV9s1sUxXnyWNdOY7jtBDa1VWzT6PSKhqdZoifhYhsDpwX6vWSiJyN+cN5UEQ6gbkh6yKxtkTkkWjfrDaVpS9jXWl3c6pLK3mYFwzqKKQHky5ZrreKuBVs7fVkyMLU4bmbsZz+oBW8FPcHrSLoPAX8REROA27FHPAl8bMABgGvRfmz4mfdjznnu6Co7EXiZwGIyI7AOonWBwvVMAXIE3RWx4SMHVU1iVT+IHCmiFwD3Kiqr4T6zlDVV8Jxklhb75dpk+M4juO0HC0h6DRJ/KzXgKGYtubVUO9TReT3od4PishOIW9WrC2hdJscx3EcpyctoAluCUGnSeJnvY+Zu+4Wkf+p6nQRWSksc39KRDYCVgv5svhHpW1qNRrGY3CVq66qLt5XXTUcbsZyGp1WMHm3hKBDk8TPUtU3RGQ34HYROQjYT0SmYS41/4bNK8rU2IR6fKqKNjmO4zjOgMdjXTmZDKRYV3kanTgmVczQbI8CAHTMmVVI58WriicjLzFnZmaeStpcbf3i/KXa4GRTq8nIebhGp/Wo9pks1b/UK9bVB39/omZ9/ajV12vIODStotFxGoy+dBiYZ65aHCG/Lx16+UtI31IP4SbGzVgDi0oCdlb7DPeLw8AWwAWdPqTW8bMcx3EcxymNCzp9SF/Fz3Icx3GcimhSn2bV4IJOnallTKwqjrkn8E9VfaavjlktfekwsJarrnrl/bMXDgN7qMBztNtu6uod9Z6jE+NmrOYnz1zVG/rDYaC2QKyrlggBUW9EcmaNYjGx+lLICewJrNHHx3Qcx3GchsMFnYhGj4klItuGutwiIs+JyKki8rlQ1lMhPtbmwO7YcvonwrbpInJO+P20iGycU77HunIcx2klurV2nwbFTVc9aYaYWOti4SLeBZ4Dfq6qG4vI1zBPzEeJyG8x54Y3hGMDDFfV9URka+AyLFxED/oy1lVf0sORXpMyENrgZONmLKc/0e7GDcZZK1zQ6UkzxMR6VFVfC/v+B7grqvu0Em27Nhz3jyIyUkRGq2qel2XHcRzHGRC4oBPRJDGx4jhX3dHvbkpfz2INzYDR2DiO4zhOHi7oRDRJTKxK+BAYUbRtH+B+EdkSM5V90Ivym4q8GFC55qBSImBv4lVVuW+19fNYV82Pm7EGFk3xTLbAak0XdHrSFDGxKuA64BIRORJITGJzReRxoIN0jpHjOI7jDGhc0IkI5qMsE9LWGXm3zdh2A0VeTlT1gCj9KLBpRvnHh0+5+k0HpmfVIf5PVR8kWl4e3iquVtWjyh3DcRzHaR1awY+OCzpOv9CXsa5qiceiGbjU20lgtbgZq/Xoj/5Fu1zQcfqBWsfEytI+OY7jOE4r4IJOA+IxsRzHcZw+wU1XzUF/xJMqOv4BwF2q+mr4/QIwVVXfLsp3GDBbVa/q80o6fUZH14L+roIzwHAzVovQm1WdTi5NI+iISLuqLsz6T1VP7Ov6FHEA8DTwaqlMqnpRn9TGcRzHcSqgLwMs9xd9Lj42STyp6SJyg4g8KyLXhGXfZNUzHHcqcE2IJTUsFPWtEH9qhoisHPY/SUSOCen1ROThUJ+bRGTJsP1IEXkmbL+uRD23Ccd7QkQeD+0cLyJ/jGJabRXyzhKRH4Rz8rCIjMsp02NdOY7jOAOK/tDoNEM8qfWBNTENzYPAFiLyCHBecT1V9SAROQI4RlUfC/UgHG9tEdkf872zW9ExrsI8Iv8hmN6+BxwFHAesqKrzRGR0ifN4DHC4qj4oIp3AXODQcE5+ICKDgOEh7xLAw6p6goj8GPgi5vm5BwM11lUe3XlvMiUWPmgFgesWDOoopAczp9pqFVic+jkDHzdjNQ89nuFKntv+mC/jDgPrQjPEk5qhqq+EfZ/AHPq9X6aexVwbfZ8V/xGEu9Gq+oew6UrM0SDAk5h26Gbg5hLlPwicKSLXADeq6itinpkvE/PgfLOqPhHyzsfONcCfgR1KlOs4juO0CB7Usw40YTypLuw8SZl6FqM56XLsijko/Dhmrls7a26Sqp4qIr/HzuODIrJTCNi5dSjjChE5M0x8XqBaENuT9jiO4zjOgKfPBzxp3nhS/yhRz7zYUqeG74eK2vGBiLwnIlup6gPA54E/hPlHk1T1fhH5E6a16sS0ST0QkZXCMvSnRGQjYDURmQO8oqqXBBPdBpiJrOHoywlwQ7PnsDNcupmti05Tm61tDJfs+mlXdlkxXbF5K1JFV2L2yqM7Vi/nqMCH6sJCe2aT3wYnm8HzUzPj/MHDSuRsHIrNVW7Kaizi53aWCp1tpfuA+UOWoGP2TAA6Zs9kwfCRda1fq9Afb/ZNGU8qlP2pnHpeAVwUBI1E47OkiDyJaYc+m1HkF8I+w4HngAMxc9jVoXwBzlXVRYScwFEiMg2LWv43bJ7TZ4BvisgCYBawfzVtbDWyhBygaQWEuD3N2gZn8XEhp7EpJ+QABSEH6DshpwVWXYm2wEQkp3rqPRm5Ed6eF0fQaZ+Vyp0LO7Pnis+V9P1h5Nw0SHys0VkwrLOq+sVvhnkdpgs6vaMR7sne4IJO4zGrO1W/9lbQGTFiRF2WIbz1wJ016+vHbrVTQy6V8LkajuM4jtOitIKyo2UFHalxPKl6ISIHAl8r2vygqh7eH/WpFX35xhwv9469FrflBRYtscSzbXD5wI/xnCAZFD1iVWpZ4vr1qGnOnKMe7WkBt+61phm1ODF5y86L/3NqwxwGFdLDyF651D4ozZP33MZIe0fZPLXGV10NYJolnpSqXg649z7HcRzHWQxaVtBxHMdxnJanBUxXPhm5l0gfBRQVkaN1AsaoAAAgAElEQVSAi1V1dj2Pk9AKnpEbhTzTWq3omDOrkH6nI50EPdJfc1oGn6jc/NRrMvIb999as75+3LTdGnIysodKrQARyR0SVPXEPoqafhRpSAfHcRzHcSqgpQQdadKAoiJyJDABuF9E7g95Z4nIWSLyNxG5V0TGlih3uogk8cKWFpEXcvJ5UE/HcZwWQru7a/ZpVFpNed2UAUVV9VwR+TowTVXfDvmWAB5T1aNF5EQsKOgRvTk5cVDPZ159S1/+cC6TRgztTZG5tL37RiHdvVRmMPWakefLov3Ddwvp2MfN28OXLKQXdvV8eMcOTR+ZR15M27DVsqlJ6M1BqeJt9NsvpztHZuKrX0z9ZUwZv0xazvjUd0b3vNSvS1y/14eMIou4brFPmLnvpPV8vi2NbrLuhDGZ5fQ19fZfM2Rh2uZ57fmr5vrynuxrahUItDcO7Sq9Do3MzGjhVJ7p9625aaZl56V+tLpGNcbztggtsEKz1QSdZg0o+qeMfN1R/a4GbsxrtOM4juO0Ki0l6DRxQNFKKDWhbCGpmbI+KhrHcRyn6dAu1+gMKJo4oCikgUMT01Ub8CngOmBfsrU+CS9gwtmMsE9Z6mWySuhL00Ce6/WFI5bK3L5k/KMjfxrbupOXK6TnR87AegSGWHb5zH33G59d5vz4R44ZJ3cyVlxOtG/bxJUK6XUr2LevqbejvkrNJAPNXJVHb8xYvYm/1KzmqphKVirGJuSuoQ1qropx09WAoykDigYuBu4QkVdVdRqmbdpYRL4DvImZ1fI4A/iViBwK/H4xju04juM4TYn70WlSRGSWqpaPDLmYuB+d8sTBO4dW4N7dcRoN96/TPNTLj85rd9xQs75+/M6fWuw6hmkh12OKgReAvVX1vZy8I4FngJtVtewinFbT6DhOzXDhxml2arUay2leGkjZcRxwr6qeKiLHhd/H5uQ9BfhjpQW7oNMP1CKgaJY2R0R+CmxRtPmcEC/LcRzHcRqVPUinhVwJTCdD0BGRDYFxwB3A1EoKdkGnH6hXQNFmj2juOI7j9C3aVbvo5WEe6KHRpouDf7ZKGKeqiXuX1zFhprj8NuAnwH7YHNiKcEFnMemrGFe1QEROwaTlbmzi8gGq+mr/1qo1iJ2kxeStQPF5P05/4WasFqWGpqvY6WwWInIPsGzGXycUlaMiklWxrwC3qeoribPeSnBBpwQi0q6aPdqo6ol9XZ9ecLqqfhcghJM4ETisf6vkOI7jtBKqmquFEZE3RGS8qr4WQjG9mZFtM2ArEfkK0AkMDgtzjit13JaIddUkMa7+GOr4DxG5KDrmZ0XkqVDv06J9Ko51lXhpDixBjnNBj3XlOI7j9BO/BRL14ReAW4ozqOrnVHV5VZ0MHANcVU7IgdbR6DRDjKuNgTWAF7FJVp8Qkf8DTsOc/b0H3CUie6rqzVQZ60pEfgDsD3wATMvKE6sdfXl5bajWSZqbq5xGwM1YrYM2jsPAUzF/bwdj4+DeACEg9WGqesjiFtwSGh0sxtUOInKaiGwFTCKNcfUE8B1gYpQ/K8YVWIyr+D/IiHEVzF07AvuH8h8BxmAxrvKYoarPBY/L1wJbAhsB01X1rVDmNcDWIX9xrKstS50AVT1BVSeFMnoV/NNxHMdxaomqvqOq26vqFFX9qKq+G7Y/liXkqOoVlfjQgRbR6DRJjKtiDUq1GpVK818D3IZpgBzHcZxWpnH86NSNlhB0miTG1cYisiKmstsHMyHNwMJTLI2Zrj4LnBfyVxzrSkSmqOq/ws89gGfzz5YxM1hQKontAvDSzDmF9PIj09hF8aqj2Iwz6//uLqQ7N9+hsoNUQXzcZ2el5qApg9Ltf3qnR2SpAhOWGpVb7ui/3FtI/2/jHQvp8TNfT483KN1/4j8fLqS7FywopF9dc6tCerWxaf72We+n9Xt7biHdFamXJ49NY3R1daed1J+fe7mQ/uTyaZnzxsbKypSOrgWZ24vJu4a1ou3dNwrpON5UfC5kUHojLhiW7RB88Pw5mdu75sxO06PyYw/NfTK9VkPX2bREjZubjtnplL1KYlfVyow16IN3CulS16Ecg+elXej8IUssdjmLwxuz02dm3PCOzDyvzU77lZfeSh37brJC+VhqM6ffWkh3bLtHj/9GVFzL6tCugW8ubwlBh+aIcfUocD6wMjYf6CZV7Q4eIu/HNES/V9VkglY1sa5OFZFVMXPXi/iKK8dxHKdFaAlBJ5iPskxIW2fk3TZj2w2YoBFvOyBKPwpkvQIeHz6VMFNVd8s49rXYnJ1FUNWvV1Kwqn6ywjo4juM4LUQDhYCoGx7UswEQkW2BY7IEnRL7eFBPJ5cFg1K1eqUmKsepBl+N1bfUK6jnS7+5vGZ9/fKfPLAudewtLaHRaRTKxLiaXk1ZHuvKcRzHccrjgk4fUq8YV1H5HuvKcRzHqZzuga+8H3CCTjPFoEoQkfWACap622LsOxXYX1WPLJHnJGCWqp6x+LV0mgk3Vzn1xp0KpjRzjDrtrl1Qz0alKQWd/ohBVeqYNWA9LNx81YKOqj4GPFbzGjmO4zjOAKBfPSM3SQyqB0Tkt8AzYdt+oawnRORnIjIobJ8Vyv2biNwjIhuHOj8nIruHPENF5PIQu+pxEZkWQkicDOwTytwntOeycJzHRWSPMnW8NaSXEpGbQ7seFpF1oqzrishDIvIvEfliTlke68pxHKeV0O7afRqU/tboNEMMqg2AtVT1eRFZHfNXs0U41gXA54CrsNhT96nqN0XkJswD8w5Y/KorMQ/Lh2MR6NcWkdWAu4BVsGjiUxN31iLyw1DWQSIyGpghIveUcDaY8H3gcVXdU0S2C/VK5gStgy2BXwJ4XER+r6qvxjt7rCvHcRaHVjdjNZu5KqYVVl73t6DzFPATsajct2Lef5MYVACDgNei/FkxqO7HYlBdUFT2IjGoAERkR2CdROsDjMJiUOUJOjMiIWh7LAzEo6F+w0hDyc/HgnEm7ZoXhKGnMMeBYPGozgv1eVZEXsQEnWJ2BHYXkWPC76HA8sDfc+qYsCXwyVD+fSIyJgh4ALeo6hxgjojcjwURvblMeY7jOI7T1PSroNMkMajiYwpwpap+OyPfAk1F425gHkDwblzteRbgk6r6jyr3K0VvY2k5juM4TtPRr4KONEcMqph7gVtE5CxVfTMIWSNU9cUKm/wAZuq6Lxx3+VDPKfQMZXIn8FUR+aqqqoisr6qPV1H+KWJOCN9W1ZlB+7SHiPwIM11tCxxXYZ0dx3EqptXNWE2HLy+vO80Qgyou8xmx2FJ3hYnQC7B5N5UKOhcAFwZz1kLgAFWdF0xJx4nIE8CPgFOwdj8ZjvM8Ng8pt2rh+yTgMhF5EpgNxD3Lk5iZb2nglOL5OY7jOI4zEPEQEE2OiHwS2F1Va/q65JORHcfpLa7RqR31CgHx/C/Or1lfv+Lnj/AQEE5tCcvW41VpTcNfX32nkF53wpj6Huz1lwrJ9s6RhXT3/HmZ2QcNHZZb1Avdgwvp5TqHFtJxe9Yfmq7A6F5qXCGdF3+qfdb7hXTb4CGF9MJZM9MDRy8kg4an0T+0Kz3W/HffKqSHjptQSP9X0zLHL5yVlt85mkZg8LzUajx/yBLp9vlz0u2D869J2fIrLSe6T1h2+cU+XqMzZGF6389rH1Ii56IM+iC9z7tGlX9uB5oZq2NO+vwsGFY+1GDbu28U0nFfkMfLH84tpCeNGFoiZ+3Q7sZdFl4rXNChbAyqhkBEdgJOK9r8vKqu1h/1cRzHcZxmwAUd6h+DqhaEVWKVrhRzHMdxHAefo1MW6cfYWVLjGFUiMhnYXFV/WS6vz9HJplpzSmwmiKnWZFAJeaYxx2k0BoIZqx6U6l/qNUfnuSvOrllf/5EDjmrIOTr9GgKiUSjl50ZVT2ymAKFlmAzs29+VcBzHcZy+YkAJOtL4sbPGi8gfQ0yrp0Vkq7D9QBH5ZyjzEhE5v8L2TheR08J+/4zKy6vTqcBW4fhHZ5Tnsa4cx3FaCO3urtmnURloc3QaPXbWvqHcH4gFAx0eBK/vY96dPwjHr8Q5YEK7qm4sIrsA38N8BWXWCXMSeIyqZvrkabVYV3NzFHn1iltTbUdQbf26IsdfHZk5HKcxGGirsfKIn+GGjYfVwAJKrRhogk6jx856FHPo1wHcrKpPiMj2wHRVfSuUdz3Z8a/yuDF8/5k0plZeneZXUa7jOI4zwGmFeboDStBp9NhZqvpHEdka2BW4QkTOBGaW2a0cyWzXLtLrmVmnEBbCcRzHcVqGASXoNHrsLBFZAXhFVS8JJqUNMN8454jIGEzo+TTw116eisw6AR/SM6ZWv9Ebp2XVkqc+Xqw3Ga1Ozdsbu3UrvGk5TrOasSoxS/kz3BgMKEGHxo+dtS3wTRFZAMwC9lfV18Iy8oeA94EnqmtyJnl1ehLoEpG/Aleo6lk1OJbjOI7TrFT58taMuB+dBkNEDgCmquoR/VmPek9GbgSNzhwGZeYfRrEyLyUvXEFu/sgvRkwlPniqrV9TTHx0nBIMNI1O/AyX6lcS+sOPzr8vPq1mff3Khx7bkH50BppGx2kS+nIpYp4wH2/vjvOUcLrQvSByxJcjn8Ud4ODobUm7q+tPqq1fd3xOG7K7aWz6Uvh2smkmM1YlLxNd8TNZgTMXXRj1L72I71YNjbwsvFa4oFMHehM7S1WvAK4oKu+nwBZFWc9RVXd24ziO4yw+Lug4i0OtY2ep6uG1KstxHMdxWgkXdBaD/ox/lYWIHAVcrKqza5GvVUicQQIMktjWk29Ll7by+udBbVFZ0hYlq3tzqrZ+Im6vcgYOzWTGymNQj/6i/ByduL9waoef1RyaLP7VUcDwGuZzHMdxWgDV7pp9GpUBL+g0Y/wrETlIRM6O8nxRRM7KacuRwATgfhG5P+S/MMSs+puIfD9sWyRfRl081pXjOI4zoGgF01XTxb/CYl2dICLfVNUFwIHAl7LaoqofiMjXgWmq+nYo8wRVfTeUd6+IrKOq52bk60Ec6+qtWXN0btgem2I6uhZk7NmTBYPSSEtx/jfnpKsUlhmWrih4bXYamWJhV/pWMH9hmr9zSLoKZmF3qgJernNoIf3W3DT/2KHprR0v64xX1gwB3mlL90+YhdDZlr1CasHwkZnbeywjH5wmu+akVkIZFC0Xjxb1xHWaNaQzPda87HM9LOepLbV8NV7mOmr+rEK6kmXurULX3Ogadvqqqyyqda9QK4rNVf1lyoqf1fcGpc/OcMnWZsQrJ2dGj+fInGd4wbDOwjkePO9/fXKOtasCk1qT0wqCTtPFvwpl3AfsJiJ/BzpU9SkRmRe3RVUfyGnz3iJyKHZ9xwNrYM4Cq6ZaIaeZyBJygFwhp1lxIccZSDTrfJ1K6BdBsgV86Q14QacZ41+p6lWYd+PjgWeBy7PaIiL3qurJPQ4ssiJwDLCRqr4nIlcA2SO64ziO4wxwWmGOzgRgtqpeDZwObEKIfxX+7xCRNbP2VdVZmMalbPyrUNaIMIk5iTXVEbavIiKZ4nmIf/WGql6CCTcbhGM/AkzCTFvX5rRlg1BMHMNqJCasfSAi44CPRYdrmFhXjuM4Tv+jqjX7NCoDXqNDE8a/iv77FbCeqr5Xoi1g82ruEJFXVXWaiDyOaYJeBh6MyuuRL6c+QOT1czHMt3kmrmVyJpeMHz44c3uJI2Rujefl5BF7vO2kdg9mnhmoa9SYquoUn7uOGj2d8dwdN1fls7BzdH9XoeHpy3k5eeQtOy/+rx7Ez+pwyq8y6jF3p4LnuRHO70DEY101MCJyK3CWqt7b18eud6wrx3Gc3tLXgk5/Uq9YV8+efWLN+vrVjjq5IZ15tYJGp+kQkdHADOCv/SHkOI7jOC1CA/u/qRUu6PQR1cS/UtX3gVX6pGL9RF+uLqhl9PKOOemqpQXDOnPzZeWPl5fXI3p5tZGSnZ6UihztNCb9uez8/YWpImR0e7Yio9pnstr+pRb48nKnZtQ6/pXjOI7jOOVxQcdxHMdxWpRWmKfrgk4N6a9gnyIyHThGVR+rIO9UYH9VPbLuFStBX64uiM1VMYtj3qlWndwb9XO19Yvz55nrnHzcXNX89GUg0DxzVUy1z3Bfmat64IKOU4yItKtmjxyqemI/1Cd7IkcOQRgqKxA5juM4zkBgwDsMzKMJgn1uG5aXJ7/PF5EDQvoFETlNRP4CfDpk+XQ4zj9FZKtKyy36z4N6Oo7jOAOKVtboNHqwz3K8o6obhOMdBrSr6sYisgvwPcxxYVXEQT3r7UenL1e4xIH4Yodf8faYOE8p3pidOvcbNzx1YhgHNV1izsx0h2gZZyWmu2rrF69ke/LddN91O9K0Lj2+7HFbFV91NbDoSzNWHnl9Tx79YXLWroFv2m5lQafRg32W4/qi3zeG7z9jXpkdx3Ecp+VpWUGn0YN9YmEqYtNicWDO/xX9Tl4dumjh6+o4juNUgU9GHriEAJnvqurVIvI+8BVCsE9VfSgE5FxFVReJgaWqs0SkomCfwXQ1AjNdJcE+7wumrlWA/6pqsdAC8CKwRjBxDQO2B/5Uo+b3P33ojTNPZfxOW3ZQ91IxsNpnvV9Ij8uJjdTVne7fwxlXlW2utn7vdqQrNtYZn5rGBn435jilqYcZ67+z5hbSy3VmP6vxM1xJbL3OD98upPsq9pq6Z+QBTUMH+1TVl0XkV8DTmGnr8cVrpuM4juO0Li0r6ATzUZYJaeuMvNtmbLsBM0XF2w6I0o8Cm2aUf3z4VFLHbwHfytg+Oa9+qvo2JeboqOp0YHolx3ccx3GcZqdlBR2nn5G+82wwqzuVRzvb+taQI23psbW7vm1uk1judoOV42RRKzNWnrmq6ege+H2FCzr9TDXBPqssdyfgtKLNz6vqXr0p13Ecx3GaCRd0+pl6BfssYZpzHMdxHAC026OXO0X0VzyrWiAik4HNVfWX/VyVPqWvTTqDInNVbKKTtvqubhApH3vHyUfaWtZRfMvSCE4FY/rjHmyFoJ7+ZGcgIrkCoKqe2IxCTmAysG9/V8JxHMdx+ooBLeg0QTyr60Rk1+j3FSLyKRE5QERuFpG7Q1yrI0Tk6yLyuIg8HBwVJnU+rTjGVYk6nApsJSJPiMjRGfXxWFeO4zithHbX7tOgDHTTVaPHs7oe2Bv4fShve8yfzz5YOIr1MY/I/waOVdX1ReQsYH/Mxw9kx7jKrANwHHCMqu6WdbL6MtZVX9Idq2Yj60533mqDXor/tXIYWG39urq7y+Zx8tHuxu2onfpTDzNWj2e4gmfS78H6MNAFnUaPZ3U7cE4QRnbG5v7MCXW7X1U/BD4UkQ+A30VtWicqIyvGVV4d5mfUwXEcx3EGLANa0Gn0eFaqOldEpgM7YULVddHfcejq7uh3Nz2vW1aMq8w6iMi2lTXBcRzHaQV6aJ0HKANa0GmCeFZgmqNDgKnAATVoNnl1AD4ERtToGL1i/uBhfXasPCeBIxfj7q8k/sxQXVhILxjWWSJnaaqtX187Qxxo9OU96TQ2tTJjVfsM91V8qx60gLlsQAs6NHg8q8BdmMPAW1S1VqalvDo8CXSJyF+BK1T1rBodz3Ecx3EaEmmFNfRO9QykyciO4ziLSyP41wEYMWJEXRxlPfHtg2vW16/3o0sb0pnXQNfoOA3Kgn89WUh3TFmnRM7e85/3ZhXSq3akZqX577+Tmf/we54upItfBM7fekoh/XjH0oX0FsuOTMuNTCD66guZx3gysiBuNCaNmTNz6KhCevDL/8jc96j7/15Id0UruY7ZfftCepXBqaX1FdL6TFgwM9131JjM8vua9lnvF9Kx6n7w/DmZ+as1McXllNq30nzNzsz0EajatPLG7AWF9LjhHVXt2zEnfQ57Y9IdsjCdvjivfchil1Mp1Zqx4vrNef2VQrpt4kpljzXrwXRaZecWO1VVz8WmBZQdLuj0AfWKZ+U4juM4Tmlc0OkD6hXPynEcx3EGAmGF8/XY/NIXgL1V9b2MfD8GdsU8E90NfE3LzMHxOTqLgYgciU1sHgncpKpH1LDsLsxXTjvme+fzqvp+8NJ8NrAdFrBpLuZs8DpgCLAUMAxbXQU2+fg94Dxgc2zJ+YPYsvMPytWjHnN0YpX50l3pIrT5Q5ao9aF6MIdBhfQwUpNOrEqXKD7VQ2/Nzi1rk1FpWQtHLJWZZ24UQaTzw7cz88QmmjxV/OB52Qv1Hn1nbiEdx7eaPDatT2ySiOszakFaZl+o/eNzv2Bheu7zTCbvL0xvu9Ht5c39b81Nb6oRw1ITYHe0kmS4VLaqJD7f9b4ne2M+qoT4vEPP+76Rie/VePVizGxNPe8VX9tK7p//zkqfn+U6h2bmqYRKzFjV3lNt77xeSHePWbbHf/Wao/P4t75Qs75+/R9fudh1DALMu6p6qogcByypqscW5dkcOB3YOmz6E/BtVZ1eqmz3n7p4fAXYATihDmXPUdX1VHUt4F3g8LB9H2ACsI6qrg3sBbyvqpuo6nrAicD1Yd/1VPUF4FLgOVVdWVVXwgSnn9ehzo7jOI7TG/YAEunxSrJXKysWLWAw9oLfAbxRrmAXdKpERC4CPoJ5NV4y2v5xEXkkxKO6R0TGhe1jQ8yqv4nIz0MMraVzii/mIWC5kB6PeWLuBlDVV7LUelF9VsYcHZ4SbT4ZmCoimbPiPNaV4zhOa6Hd3TX7xGNI+BxaRVXGqWoSqeB1YNwidVV9CItW8Fr43Kmqfy/OV4ybrhYDEXkBc/C3GzBVVY8QkSUxDYuKyCHA6qr6DRE5H3MY+CMR2RkTkMaqaqZNQ0RmqWqniAzCzFKXquodIjIRU9O9D9wLXK2qj0f7HZDUJfzeHThQVfcqKv8m4HJV/W2pNiamq3+/+2Fh28pLNYSvwYahEjW747QCrf4s9MUS9HqZrv7yjf1qJgRs8JOrS9ZRRO4Bls346wTgSlUdHeV9T1WXjDOFF/hzMAsH2Bydb6nqA6WO65ORa8dE4HqxaOiDSWNbbYmZmQgCS64WJjBMRJ7ANDl/xy4kqvqKiKyKzdHZDrhXRD6tqvfWvimO4ziOU1tU9aN5/4nIGyIyXlVfC+PomxnZ9gIeVtVZYZ/bgc2AkoKOm65qx3nA+WH+zJcwO+LiMCfMuVkBm0CczNFBVeep6u2q+k3gh5T2uPwMsF6YxAxASK8X/nMcx3GcRuG3QKIO+wJwS0ael4BtRKQ9hHDaBlMIlMQ1OrVjFOmKp1h3+SC2Ouq0ENl8yeIds1DV2WF1180icgEWsfx1VX01CCzrYCEd8vb/t4g8DnwHm5tDSP9FVf9d7viXPmBWsYO3Wr+S6lZNnpO4eh+rbXC60qh7/rys7Nz139SpXjc9tbobr7RCIT2yPVXRx87mZg5JTXzD304dhsVm4j9Fi9pGD0+d020wZngh3TU322Hen2emK2je+1+aZ42JqUZ4mWHpox2vwBk1P11p9vz8VMvcm9UnvaWvHcDl0TE7ve4Lho8skbO5iVeqjR1a3RDw2uw0Ss344YML6VYxV+Xdq3lOBW//0h6FdEX93Osvpelll1/MWlaHdjfMirxTgV+JyMHAi9i4iYhMBQ5T1UOAGzCLxlPYxOQ7VPV35Qp2Qad2nAT8Opim7gNWDNu/D1wrIp/HJhe/jgXXLIuqPi4iTwKfxeJVXSIiydM1Azi/TBEHY7G4/hN+PxS2OY7jOE7DoKrvANtnbH8MC3xNCK79pWrLdkFnMVDVySF5RfigqreQrWr7ANhJVReKyGbARqqarUqwcjqLfn88+nlHif0KdYm2vQfsl7eP4ziO09qoRy93asDymDquDZgPfLGf61MRh021mE4LyuRLyIsTlLf9jftuLaTH7F57WSw+7nX/St0sfHJSapL4+FV3Z+57014bF9LFat0Xf3xUIT3suz8tpLv++2wh/cC81Ay07l/T2DUL/5cq8qbtV5h6xYf/+lshPU+XKaT3vPYPhXR3ZPa6cY8N0wpFs+zOnP5CIf2t9VO19zML0/O+7rx0ft9yK61JHrFDu472bKd/MXGe2EQX17tNchZkvJU6SZs7IfV8MPyd/xbSscnx/eGp9bd9UHrc+QvSSsdO+GKnbe8P7rlyMHa4OOuJR9LjbZbGGYqd0s3qTvN3d6dtax+UXoi2tvJTHytZ7Sp55ysidowYn+v4vEBP09Ky81J/oV1Dq4t39tJb6VqK8Ssssvq3JG3vps9h91LpvvGKrfi8dEVtGxSd0zhPscPAPOegscnpnbbyZtr42sb3Uhy7aujY1FQcOwOMzVUf+1n67lvJaqznrjynkP7IsT8pm78mtMDKaxd06oyq/gvoMdFFRMZgS8SL2T6o7xzHcRyn/qhrdJw6EIQZj33lOI7jOHXGHQb2IXWOkXUCsC/QBXQDX1LVR0TkCOAoYCVKOCosph6xrmLyHIzF2/NMEdU6J8tbKRGruWMzQakyFwzqKKQ7uio17PUNeWbCPN6ck7YzXqXlOI1MveOE1YtKnArG8fcWDOsxXbNuDgMf++qnatbXTz3vhrrUsbc00W0yIPgK8NHwmVqrQsMk592ADVR1Xggxkaz9fBC4FZheq+M5juM4AwPtGvimK3cY2EfUOUbWeODtZDWXqr6tqq+G9OMhwGcldfRYV47jOM6Awk1XfUi9YmSJSCcWB2s4cA8WxfwPRXleCMdsCNOV4zhOq7I4sbHqZbqa8eU9a9bXb3zhzW66cjLpdYwsVZ0lIhsCWwHTQnnHBd86juM4jpNNCyg73HTV/9QkRpaqdqnqdFX9HnAE8Mka1tFxHMdxmhLX6PQ/vY6RFaKadwefPWBL11+sQ12dAUQjryBznIFMXmysSs1YtUS7GibWVd1wjU7/cxIWI+vPQDx/5vvAjiLyNPBpSsfI6gSuFJFnQmysNUK5iMiRIvIKZiJ7UkR+XpdWOI7jOE4D4hqdPqReMbJU9c/A5jn/nQuc26uKO47jOE6T4oJO49/OKWMAACAASURBVNKvMbISx1XFTqvymK2pcjCOP5O3/ay7Hiqkj95xs8WuZyX1+d9NlxbSM6d9upCWi76b7hDF0llqg0yZEYATXkvNPedus2oh/ezQNEbVpGf/r5C+YFYaW+vDOXML6ZM3nFRI/6tzfHrszjRmzv9+enxmHZbedLtCunvB/EL6nRnpQruFh3yvkB7/97Q+zy6fRiPZaPn8WEXts94vpGVQFIuoK9uZosSxiKIYRZIT90miWExPRh7g1hk1uJB+fn66gGNwe1qHCd2z4wNHyTR/HHvo/YU9J1uOXfA/svjtc2kcsN1XTD05LBieXsP4vMTE5yiuh3ZnT/SsJE9e/rjNsfv+YhOEtKf3aiUOJCth5vQ0Rt3IbXerat+XP0zv/5WGlG+zLozMqRVcZ8h3uBc7Ge38MHvhad49vLBzdCE968E0dt3I1dYtpLvHpHGveP2lQjKOXbXqkd/PrFueGevOr+5dVMMR1IUWmIzsgk6D4jGyHKf25Ak5A41YyHGcUnj0cqeh8BhZjuM4jlMd7jCwj+inOFfTgWNU9bGQbzJwq6quVa7MVnAYGMe6KmYYtVmJEMfZivn3nPT0jhqWehTIi+kVP6d5dfNVVE69iZ+ZWj0jTkocrw5gp/N+VUhPP+mIujjje/jAnWrW1296+Z3uMLDF6Y84V85i4B244zj9TSzkOL3Dl5f3Af0V58pxHMdxWh03XfUR/RHnKpiuxgOJPnQw5lgw03QlIocCh4afFwOo6sVVtvPQavZp9vyNWCdvc+3zN2KdWrEN3uba89AXPlozIWCzK+9pSNOVa3T6l4nAnSLyFPBNYM2wfUvgOrA4V0DJOFfAhpiA8hYW5+qAKMvnVHU9VV0P2KVUZVT1YlWdGj4Xkwo91VDtPs2evy+O0Wj5++IYjZa/L47hbah9/r44RqPlrwpVrdmnUXFBp3/xOFeO4ziOU0dc0OlfysW5opI4VyIyJdrkca4cx3GcyujW2n0aFF911b+chMW5eg+4D1gxbP8+cK2IfB54iPJxrs4TkdHAQuDf1E7VuTh24Wr3afb8fXGMRsvfF8dotPx9cQxvQ+3z98UxGi1/VWj3wF9l6pORGxARGQJ0RXGuLgxzbBzHcRynZjy47zY1EwK2+OUfGnIysmt0GpN+jXPlNDYiMlFVX+nvejiO4zQDLug0IB7nyslDRMYCl4vIZ4F3VXXgB6pxHKd+tEAX4oJOkzDQ41yJSJsP2hUxGAtj3F7N+RIRUbdTO47TgviqK6ciRERK/e5l2aOAVUJ6PxEZUauyo2M0pO24WlT1v9gE9a3ABMRS+YNDSVzIqS0iMmDCg5e7h3pbZj3K74uy++I4oe/rV9yPjjMgiQf9Sh5gERkOrBPS24rIlEoGziqEi/WBw0XkTmA/Vc1bYbZYxNoMEdlJRFYWkfG1PEY9EZGtReQnInKGiKyBBYadAqCq3XnnWURWBX5W5ECy3LEGhEAIICLri8gSFeST8J0f5bVn/rHA+SKyei/qVvPzXPRc55Yf7v9vhJeKSYujSS1T/mBgFxEZKSJrAZ+pQCAfJiK7hvR2IvK5CuowFjglETorOEZHlO4sk3eiiGwmIjuIyOBKzlHoJytGRIYCN4nIUdXsV3NaYHm5CzotRtGgvx9wRhhIS90LI4EjRORnwGXAUpUcK4S22EZEDhWRdcNqsqx804GlgXWBcyttR/heXUQmiUhunaL2XgIcAhyOtTv3bSoqf0o4RsmOsWifJcoNsFHezUTkEBGZKvnxzN4A/g9zJbA/sA3wURHZJGlfhsZtDcy79p3AX8rVPSGU9VERObKSDjhqxyQRWamK/BNFZJUq8m8jIvuUb0Fhvw2BXwDLlcm3OnCliIxR1a5ywo6IdKjqW1jf+e0q27CyiKwoIsOzrlnWPuW2xYQytxaR3fPKD+39JRYaZgvMwWhF5Yc8Q5NjlcjWgYWkuR+4GXiknKCgqnOAnUTkz8CZwH/K1SUc5zJgWREZF4T+zH5MRNqBnYMQtRHw1TzBJAhnv8cCMX8LuF9EtheRkXkVEZG1gedEpGJnrao6F/gRJgh+qdL9nOpxQafFiAb9fbFO7gPgHGDfvIFfVV8H7gY+C9yiqo9Enfci91D03ybAhcCOwJHAwUnnktGpnoR1Kp8Qkb1Cx0SWwCA2n0fFnCneD5yCaS5yB1oR2R+Yr6qfxjRI/1DVD8TePrParCKyJ3AVcDz2Br9hXvnRPh8HbgCuFpFvlsm7C/BzYDRwBbBH1mCjqv9Q1d+o6mGqehzwCex67CEimyflRW0djHWgP1XVq1T1ybC9Eu3dZpjfjgXAfiJyjogsF/7LqlvS5puxt+s7RWTZMu3eA7gVuFRErheRaZJjCgr5dwPOBt4tV/9QzzUxIecHqvrPvLJFZCJwE7A65s+qpLAjpkH4noispapfBN4Jv0sKO6ENH8N8ZZ0KPCoiK4ftmdck/LeTiJwqInuLyLLlhKPA0sBlIrJbcX6xBQ1nABeo6jHAXUB7EL6WzaqPiCwtIluE9K7YNbtFRDYRi9WXVff/Aa9gq0dfBWaG/fPOa1LHMzEnqjNV9eHwX1tem9WCF7+E9WMXi8gypYQd4OVwjFuA36rq7Iz2TsCe+VNU9fOqugPwO+AAYPOkTkX7jML6r8ewZ2CPnOP3aG/ox+4GjgWOFfOb5tSDWtrn/NMcH2AzYDqwVvidDDyfA0ZH+RI/S4J1oB/DAox+FRgV/hsa5R8WpTcJedcOv/cFzgK+DCwR5Tsd+CHwE0zw/izW0eyGDf5HRnnbo/T6wMnYW+nSmDByB7BS+H9QUZv3BL4NXAKcF23fARiccY4+gg1Mw7COdAYmkEiJ87oF8DAwCfgB8FR8TorOaSdwJaZx2BJ4AhgX/uvIKFuKvqdgneu5wCZFeYdhgtBqWeeiuMzo9zqYkPPF8Hs4JjBcXKLNa4R7aWy4ds8k90bOMSYBfwDWDL9PCG2YmFN+J3AjsGn43VbB/T0G04A9GG1b5BxgseWOC/fd6aFeY4rvtSj/kphgekZ0bs8CrgFWKVGfNcN9t3n4/V3gSWBCieu8BjZwnhHOz0+BSVnnNHkOo333BJ4HPl5U5hLAFtE+fwzn6Uxs3teqRWW2Yy8f52Ge2x8Dtsaeu58D++Tcm0Oj++mLmGCxTtg2ARiS0d4hmIZmOeBXmOCclLNsmeu9EvD/wnVYJu8+wWILPo0FQf5ETlnrAtckdYq2H4N5rB+esc+w6FzvEc79HsX1CPfZRODrpM+6hLZeD/wZOKzc/e2f6j/9XgH/9MFFjjpGYBCmEZgBnE8YADDB4gFgn6L8OwOXA58JD/SamABwSMh7NzYYjQoPbCIA7QJ0AUeF3x2hjIsw7U5bOP4NwHaYCvpJbFXRZ0Pneyth0MdU7ftjnfXg0Cn8JeowlsIEmT+Gzuq4kPdCTMhaGfgX8LuobRcRhB4iYSe0c2lskDkCGwwSAWqTpANkUWFqe0wY/BQ2cEwO21cOdRkZfidlfQe4GhOOVgjbPk4YFCq4rquFNo/N+O9nSWeb3APhnE/GAr0uco+Ea/YQNihPCNs7w7ZFBuXw//LhHH05tOMjYfvWOfmXCfdPImQPwrQqP8rJ3xmu6a7xOU+OE9/fmHCwKWZqXRr4DfCL+N7P2Ce5XztIhZ3knhoT5W9LtmHapXPoKexcFf1uJwhKmHB8N3avbhKVdx5wUU6btwr33Pbh94aY1vJ8YPmM/Gthz89KUbs+gd3vuxT3AeH3ZsBXo9+nASdklL0SJphdDlwSbd8v1HHpovx7YIP2ZcBOmED+LUwrcjD2vK8Q1wnrYy7AXqCSZ+QG4NfA7sDfgBWK21B03MmYFvMqIsEoOsY47P5fGnshuRk4OPy3AvaysXr474Fo//jl6naiZye07ZNYf9RedA6eJwhTId/IqJ4PAUeFutwCnB71LTPi6+Kf2nz6vQL+qfMF7im0TCa8OWPmpHOwqOlJZ/Axwltj+L0+1vGfDFyKqd2Xw4Sdy7D5H5+O8o8HViUMcqETeAbYO/xux7RGa2AD3FWEQT/8f3HSmWLahKReg0K5a2AD5cjQcT0E/L9o/zHAicBG2KA1EzO1Jf8fhGkHTsOEnN+HOg3ChLA9sUHl7HCuLsW0MsmgvAPwePhvCDZYLB06qB0wgeovmDlt6bDPTticiB0woeYArNNfGev4HyEdxDcB/kH01l3B9U0EwbHhHCUD7HHhuMsW5d88dK7LROd3dWwg7cCEtV8Cn8e0L2uFc7BsfD9F520C5t/pz8D48N824TzEwshwwtswpr07mDBoh/P+PUzYSsqfSBDgMK3A96LrsDmmvYvv1T0xjcPPgd+GPEtj85R+E+VbM7T1TOxejgXcwaFut2GCwiWhjKROI6O2/Jiews6F2AA/KpzDVUMZ+2Oajd9jA34iRO0DnJnznI7H7t2rom3rhWNeTKRFDf+1Addiwu2K4bq0hev8StyGEvfRN4Hv5NRneSwszZ+AnaLtNwI7Rr83DddgHCYU/AZ7TsZiQYv/D9it6Lg7YoLMllhfcTWwXvjvDEyjuHuFz8LkcF2vK7que2LP5G8xoW0KJkDdhgmcMzDBZLeQ/w7g1Gj/zvB9LqnguDr2XBwe/R/fv3uF9nwf6zM+TugrMW3xHZgW94KiNmyLvfAtX+6a+afyT79XwD91urCLvsEdjb1xP4p14KuHh/18TDgozr8GpuZNVLAbh4f2VFKNxOjiY2GD0pvAluH3Htigt19R+R2h4/litG1t4NzidtBzcP0FpqbuxAaEvwLfj/K2R/WdjglDS4RtS2Danm9hb49J3kHYoP4iNvF31bB9f2xgOQs4DPh71BkuHdr6G2yeQLLPLzDN2MSos0s6x2uA/5Gq/FfEOuZfYur6pwkq8Cqv9erhuv45XNukLr8OZU8L9dkq1Ofj0b47hDo/g5mRBmPavdsxzcvviuuEDRw3YAPRZOCjWKf9RexN9WlM6Jsa8ifl3Rau8VqYQHI5JpD9B/hYUfn3hfN1Ihbg9qRwXk/H4rntGuWfFMpeAhPQ/kJqghqLvb2vG+6X/2AaqHMxQWBvFtVK3Ax0A5+Mtu2MCSs/wmLJDcEE4tOBNZLrEL6/gN17zyXtwoSdezCB5JvYYJY8W/GLxhFRm96kpyC/AUUmMlINVxv28vGzcH63CW1cq4L7Z4Nw/bYvqs/GoZxNsGfvJOx+PQQTvJ4D1o3K2T+0fSfsuVsxbE+uxYii8geH+q5Neg9diN23ibAzLKc/yzRhYs/UqtHvdcN9MwLrNx7CzHxDQ/t+gwVWjk3kW2D35ilF/eGzYZ9lMIFu36xrEf0+OdxHR2BC0RGkGsTJ2LN1DCY4xyauJXvb//un6L7o7wr4p04XNrxlhPRm4QEfETqsS7C30Q5sUDkDWKpo/2SeQ6zG3RDThpyRdFo5xz4IU5tvFX4nmp3x4WH/TOhMVgXeCx3kqFDudTllfiTUaXVM0/IdTNhZFhv4fhjlnUA6APwYe2NLOtvtisodhAlIozAN1d8JKu3w/1ahzt9h0YFgZ2wy91WETj1svwTrwG+m5wB+NDYYPQBMCduGhzZtSTqPoeI3uXAOn8bejMdgAkQ8OJ6KzXWagWleCoMrpvl6ERvMjsYG7pNJNTu/AQ4tOt5S4Tx9HuukH8PePrfEzGinY6bIk7FBa09MK7hdOI/vhPaOwbR7JwHbROWvQbrC7HTsTXwQNrhsDnwa2LioTstimpjj6Wlm3AozQyYC7TTg5mi//cK99BnSAXVdbADfPTpPW2Nv5Rthz8194b8lMZPLeZiQldwXYzBz222YEJEM8Ktjb/LXEubrRHXZGXtG4nMxAbu3f1LmHkjMam2YcHMppqEoqwkJx/0r6RyTpKwdgX+G++cVTLhbChM8/4WZG3cpKmv7cG/MIDXb7oMJDUPCOZoW5d0Yu/8nhOucXIOXsZeLpej5EjWRoBFLnt28cxGdj82Ab5Ca2hLT6qrh8wQmlJ5AqrXsxDQrd4breGG4Np8M/68H3BodZ69wD5xNEH5INZ0HkiEUhTyTMOH5OxT1v/6p7affK+CfOlxUe6v5JWkHvy42aC0ZfreHh29/bFDrJO2ki+c5/Aq4Oip7KmGQzjhu3CkdggkNSce2DKYduR1bZfACNliuFjq5qzANT1LnWJOzEabSPh0T1qZgg/e3STU7iVB1KfZGeBmwfth2BiZcXBG+2+L60lMoXC2cm2+G31OA5bLaGH5vHDrJH5JONh2BvTEmpppV6WmiOxnTri2BzQ/YvxfX+gRMS5F00uOxQWhqUb6xFGngMKHhwpBuw96q7wsdbzsmpNyMzTkaFK79QcCxUblfxQa29YrKXhIbJK8Bzo/yH4ZpzTbNaU+iOdwbG5hWDtsX0UyEczw4pM/DtCQbht/TMJNI/HY/GltptHO07XOYdioZADckCBuEexDTfG4dypxBOsdkmXCtV4/avVy4rqMx4eBSgrknnNONSJ+BkeG8D8Xmo+0V8u0crutGmBD3JuZQs42ez1icjgf4UWRMXCZ7gu6Soc3LkppBR4Q6JsLPKpjQcyAmOJ5MarLbOtwfW4f2/Sr8vyH2MvMUqRZ0MNYv3Y0JV5uF7StgAsdHsDlBd2HCxCRSs+4umAB6PXBpVP943lXy0jIium+mYMLEo6QC8G7YvfUvrA9aBXuB+zFF83swIWZb0vtKwnX7FXbP3U5YZYm9LNwe6j4itGe9cG1jk9Z5mCZ9B0yY+wNmUltkArx/avPp9wr4p04X1jqw7bB5Np3hwZxGqjo9nqJJqZSe53BTlG8CYdVMxnHjjvXL2JvlkqEzu5dUyFgOM/lMI1UlF+bkRGXsGjqpn2FaqROxN+YpodM7MSrzTOztazDwGibwfDT89ynMnt4e1xMzrd2Gda7JG9um2BvcJeF8TC3aZ6fQWR0Z2jUxdJQnY1qOW0jnq+wayroc61yTORr/Dxs8niGa51DF9Z2IDTodmPnnJkzIOQgTJJ4P5+dq0rkwSduT87UGZu6K51lcjgmEybn4TLjeW4b63osJaVuQas2+jgkVo6Nto7CB7xRMRb959N9XMRPeklGdNsLmdowP5+9p0oFpV0wAW410Fd9u2ABzQzgX64V6XxLOx99DnomE+V1hv+OweyY2uZwRztMi91/4vTfwergXkufno2G/eNXhrpgAfxGpoHwkJuB/H9NUjAl1vQkb5JKXj2+Ettwe9r8IOCf8Fz8bI4rqtsgE6+j3huG8bhBtaytOY8/LsfQUCn+KDcTJcbclzHcjFeA3x7Q9p2NC5v6hfaeFttzCopqiDcM+NxXV9TuYEPmPaJ89MTPk/th9uRUmXP4euDY+B6T31mhMiLqIMKkXeyavDuV8KhzjiwRBK+TZChPMT6P8Kq827Hk4PZyn1UmFxCsJQlH4XUoouhu7P1ehSEvpn9p++r0C/qnhxeypmRgDfA0bMCZinfAt2FvLyeFhjzu2SuY5JG/t38UGvLXJfkuUonL3Dx3JrYQJneG/w4DDi/aNO+IRmLCSaGu2w1TzyRyd1UjNPctg80OSJdHnh3o+ir2Rx+UmneLO2EA/IXRYM4EDwn8rY+aQ7Yvqt2s4N3thWrK7w3kYH873naRv5utjAsAkbGLqHExNnkwIn0Y0CFV5rX+MCRzDsIHqBGyweTJsWwYTRq7GhLlkcNoxnMNDwv/7YYPC57AB+OHQ7ngJ/qbh3lgjOvaZmFkgGcCWj/LvHNq5bLiGP8GEgjh/onFIBojfkQ5Mx2EDw9dD3Z8O36eH434cExp3DvfCy6RC0oHhOmwd7o//YNq9GdiE2HGk89ISbeNHw/HiZfFbYoL6JGxgOy1c25GYAPC3cC8kgsBoTKv30XC+LifM8cDuv5NJNRtCOhfqwXCO1gxtTLSQ22Fv+kvSc2Xkn8L1OznnmUnyTgvn5ReYEH9ixj2U5O0MdVwOExTbMeHgJlIt4LbhGg0J9U/M2Im2akNMEP5CVP5ScX+APSc7hLY+QDQRF3uhGkc64TzZ52DsXvo1aX80HOtL4oUGifn5EUzY/AbW3yVLxT+HmcOuD+flUCJzY3TNTw3XsaSwk/NMrotpptaLrw2lhaKp1R7HP4vRX/Z3BfxTowtpHdBh2BvL3uGBHRw6rBkELQz2JvMjFp3UWHaeQ1GncEHoRNfOqY9gb1rfAH4etl2DCUjJg34J0XySnHKupudqkP0wLcjRpGaLy7DVTINCh/ubqA7PECZ4JtvC9xLYQLkJ1slPD2W/QxC+orzJ9zLY6p+VsUFuBvYmeg9BQ0AqUKyJDSBrYvMRHgm/b8ImNU4q1e4KrvdQbMC7A+v42zHfPXfScx5DR7gXfoENfo9hk7EvCfsfHdryYChrnXAPvUxYrYPNseoGDgpljgxl/oyiFWLYnJTC/KywbRQmHF1Aat5LBJ5E83UkcGBIj8YEyXPDJ5nQOwkTSC4HfhyVfxI2uMXmwXZMw5NoVtbABuIvY8/CidhgeR02T+mz2P35GUzg+xs2UN4YzsfK4fzeH85TYlIRTAj4f9i9uiR2H66L3ZdnFp2ftrDP9pgAlwjxsc+WbcPx4wnXa4fy98KEhZuITDghTyK4fBx7kUnquAo21+RLGXlHY8/7BuEcXUm63PlsTLi5AJujtHvROX8WE0SS53kDTFvzrfi5ier0DLBRdA/9MVzPnbH7csmi9uyECa37hjruRepbZwnsJWP9qLynw3n5fNg2GHtBS4SdSaEdi8yXiY65ZWj3GWT41yruR6Jjfzpcs4oWE5AhFPmnfp9+r4B/angxrTN+Axukkg6hDVvl8RCRuYlIFU46CfBcysxzCNu3wwaAp8LDuojfF6yzPw4beE+JOtZfh203YlqC9ow6rUDQFmGD8MmkWpK1sIHmPuzt6CTMA3B8Dp7H1N4nY4NiW1HdEseHI7CO/nekDumuwQbE4mXZ22OD8YrYiomHMfPZWEwr9AA2yLVh2oS/EYTJUMfjQ3qfcI573cFhwu1Pw/kcTmrGuougfQn51sQEjYdIB4FJmGB3RvjdiQlPO2AD0k6YyScx230hbE8GzxGYdiXR8sTO6s6O7oGOqPwfF9VrYjgXZ4fz9xhmahlPzxVxxUuvEx9LU6PtP8SE1OGk99rRmKCdCMRTMJPWYeH3OEyI2yDs9xns/ryL1ER2eDjHiU8UIV3FJ5iW6q+Y4PRCOE/xwH8VYTVW0bU7CNN0roUJ6Q+H+q6DzT37GOkcoWWAhaSuFwQze91MOkE+nlT/MiaYbh4dbx/Ckml6Cjl3kwpbgmnBfkZ6X0zFnsFN4+sc0idgz/E6UZmFOU5RvmQpdjIBf2VM+OrAzOS/ITzf0T7rYwLWllH978Pur0LfFtV7Z0wo+mu4P5Jr1I4963eGdlwXHWMbzKR4WNG52pKiPq/EMyjYffVD8n0W9Uoo8k/vP/1eAf/08gL29F48ARMeniKYYKJ8x2JvUEOiDmLPkP9+bOLcFthb6MWhsy0sp47K+UgoPzFj/QQbdNaK8iSd3j6YOehCeprV1g8d4qA4f1SnR7E3uPMx4eLrmJ37FkwIWRkTyvbFBsiniur4mdC53cii81LWxAay2I5+Nqbl2BlbEVO8qmeVUF6yfHhl0rfETbCBIflvSuhUY2d9+2IC1PGY6aFm6mp6CjuJGevEovYJNtjcjAkTiWA7GTOPTA6/OzFBaTVs4P8CNtdpg/D/ZzGz3Z7JdWNRrdfG4ZrE6vsdyB8EVg33wnexwflGbH7YzURv+Nh8kEQDNwhb/fQjes4/WRkb6IeGPDuF+ybWcK2C3b8bZTxDQ7D770XguOj/wzCN2GeINJvYxNmHSP2j7IINxvsTTezNuW6fDffUnzBh6uBQ1xUwITLRfEzDhOmvYabP2Nx8MWbOin0PTce0sGdhglci5H0Oe9YTZ5cjME3k1kX1Su6VizBty5Di60ZPU9kPMOFwA7IdMo4j9Sh9PCb03xs++2AvBqOK9hmMvUD9BbtH48nzj2Bm4HixwlqkptCp2D29L6l2tT3Ub9Vwjr+MafKuD/U4G5s0vlzOtVq5uF0ZeTKXwWec25JCkX/q8+n3CvinFxevZ+czhnQwXwsb0I4Mv7fCNBGjos4hUf1uggk1T4WOYArWUX+N1PFf8XFupmeHeyOmxl6XnpNR78XeqO/HBoklMtoQT+YcF/KuFjqnL2Omos0xIW4vbHDZChN4JmNvu9NZVI3fw+Fg1ObjsImlySTlttApnk00ETIqZyImdN1I6hisPdTzeiyWT6zS3xUbvH5JT03CgZjpoeZvcdgAfS4mYBTanZFvJWwAuwJ7s1wpXPcp4TwkkzWnAXeGfY4O1zbR8u2PCcBjo/O6DfZ2/3FsoDkee1PeHdPQPI5pxOKJrceH/8dH9Ts71KUd0xIk+ZNJr+dgGqCTQ31/gg3oidZpNUwz8jPCkuyQvjXUd3B0nI3jexubu7RlOPbe2ITX/aO6HU7Ryi/M1HMbdv8lGoSdMJPmgRVct9VJnSJOxgb2tUm1jL/EzDGJNuXbwIfYs7QpprlMtDEfw56J20iXOJ+HuT/4DvbMfiI69hbkzA/DBuQ1MOHkNlKhLU/YOR0TTosnSo/FTKRTMaH5Hkwwm4RpsRbxAIzdk0tj84UepWhuUWh77GF6O8wPzg2hHstiWrZkafeK2MvZuNCug0j9SyX+gZbDTF5ZHpXXxe69a0pcx8ILGzUSivxT20+/V8A/NbiINg/nd6GDTVTsm2ID1K+xt6DYi+w0bMA6O9r2LewtqnhZcsErLOkKkZ9jwkEy2TCxsSfxi5bAzDlJJ7xb6HgOIorjhKnf/0Q6v2VCqOua0TF/CXw32mc9bGBZO9o2DtP2XJJxborNVithprRLSN+ak3kT4+M2R/scGur5UaLwD4R5DUXnqR0b1H+KCVVZcbRq3sFhWoyLKLN6AxNmbwTewgbzeB7IBMz0+RY9V6QcBGhNOQAAIABJREFUjQlEiXAQCyc7YoLPvthAewQm3ByKvVnfSNAAZeT/V7jvkgmufyDVFiXncytMoNkh/B6BCaRfw4TpizAtzXKYUHAodu/H4QpOD/U4BDNVvUzPwXJX7FnZOTqXeyX7lDmfK2Gax0tIhZ1dyFk+n3N/7Y6ZXPaM2r0LJqQk5qrkJeY4TPN1JaljyPUwoWeXcF5OA74X/js3lJMIqrnzTorriAlW/8S0TW3FdaensLOIqQcTOm4hnWOVCEybhPbGXpbbsOf9IkxLtBTmn+lp4Nsl+qQTMC3iKiF9YTjullgf9Ffshe5qinxoFfUpM4iElOga3IHdoy8BV2TUITEZLokJcv+lQqGo1n2Af0rcz/1dAf8sxkXr2dl8Bbg/pG/E5ikcEH5/BDNjrBI9mBtgK1GuwoSTr0VlHY85KBtZ1IntgQ2Kt2MCUhIE9Meh/D+HjiV++NcuqueniVbyRNtPxgSstaPfx5L6Ndkb67jjuTzjMsoZh02o/XapcxfyroYNGOdTekCKz8HhmHloW6KJo1nXBZt7sAumbTiJjCCd1V7rSsogYzDKyTcFm8dQHAx0RWxw+zdpYM+kzK9jfkySMAiCmcrOxMyBU7FBJREWB4X/O0vkf5w0ptYgbC7ZBkXt/iG2FH2/qJ4bA1eGdDJfY32Cv55wnKcx09b/b++8w+2oyv3/WWmkkEYNCqQpgRA6IRAISUhCQpo0gVBUkKK0QAJIbxE0tBhJuARpoSOCID9BEdAgRUCKKEVR8dout9jbz6u47h/fd2XWnrP3OTP77HP2SbLe51nPOTN7zcyaWTPv+11v/QwCn3PtXf0KleBuMNKEBdA7Fr3foY7RowhEtWaS2Bppie6ksmDtavDbxnxMRxqW4JPTHWk19rFnekGu/yEIkA617blYBBMCDOORtnGY7VuONI99o+stRAukmmOz+/p35CtzaLX3C6qGq28RvSdz0MJkmM1DWKh8KHetcOw4sqi4wQjs/KzKM5iFvq9nyMzGYxAPu4UsyeMUxAdPx4Iaomv1R4uw18glV0Tg+2Eyn7aeiM/dGfexv4OQNu4F2gBF0Tt3P60kXU2tsa3pA0it5IRVMpmBaIW8JRJE9xlj+SPwySrHTkTamDi3zHIqo5KG544Zh7QZGyIh9YLt3xmpo6/EVtu2v0et8eb2xwzybCSYtkYCcDESMAuNye1r/c5t49lsQE6D00rfUcgsdgOVIe81U80jU9rTRCvD/P1G+3siAbScKBqozjnfz57J+UiDUC2kP6wsnV27LV+Bivo8SIvxOAJo70dakzOiuR5ApMmJznUqMm+8QOYncSBRRuiC/SdRmbhyo+iYhUhohZICs8jS+gehNQppLi5ATtM3Ig3c9VT6avWJntXmdo6VSLDehXw3XsUilCgYZoxMPdeRAfbYJHZNW3MSnWdf5CcXyoQMRd/GQvvtCRv7pUgjtp5d+1Uqv8P7iBx8kdlvJBL8r6Hv+g/IxJjXegaBPAZpQk5AZrAWYCfqOwBpzIahiKXnEGjcBn3fQWu7IVl6hbjW2k1kGrFdbN4WkyXV3Dsa3zik+T0IfY+xg/EO6LteAfwr2r8dArmjouuPQ5q4ufF4omMWAwfn5vjPRAVoEc/5BgJcRUHRY9TQLqXWMa3pA0itzomTJucBJKCGIBVr+IC/Yh9e3mY+x5hbEGD9kZC5BTjd9lWLUDoK2cafI9O0xOaLG5ET73yiQo7R7zFY2LTG/nMRs/6gMcN5aIU/0X4/B/hKK8+jhRAxBllTUBmDHZHb16/K2OL/TyEz4cxAZpXWwE6LyuIl53kiEnShNMHnyGl3qFwprrIxtQaK8sIqgJ1TMVMNEgw/suu9Sy6fUHSuuXbNeba9CzJNlen/FpXgcYYJg9uR0Opl8/9TJLDvp7IOVbiP3ZHJKRYwGyEgMwhp/YIGaCjSaHZHgP88srw6B2OFIaNzF9Go9cttz0aga2or30MAYOuj1A/P2FhWlwawsT6EvvHg+DwFCfNjkQbnCAQOPmpz9xoWeh0/J2TKGo9Mgi+Qc8CNxrOLzfsZdtzxCOx8OHp/Qt+ByI/t42RZ1U+ya92CMjtXLe1ix29NVjYlfH+TkG/MhUQ+Qgic3oeFwNv+r+fmPID4m4HX7f8jbBwv2TNeht6zkJsnzPMIm4teiAc9Q5ZleSc75w/tHemGfHv2oTgoeowo9UJqndOaPoDU6pg0fVhPkPnIrGdMbgHSOtxGVP0WCfQj7P+5SGAELUl/Y155R8sQGr0ncrz9NlmG3bnGXDZAavRbbd/lSBCFYx2VTP1IYwh9on15sPMyuZpPdu5fY6YWcn4GVGq5ZiLgNxit0Cfk+9R4pt3QavRtDDDmf89tj7Y5aBFanx9XW9duZTwOCfrpyMEy1oIEx9ogbAYh5813KA6K7kWr2iD890RmzZC0bThy6NyjlXH2RgL5FrSyfZlWaiy11R+ZtX6CTA+zkcYhmKkC2Nkrvpd4fpAG4Otkyfn2Jove+SwC5GF1/bUqczURhf7GZSKKaNTy4LE30haOQd/nDGTaCmYWR2WY9zMI6B9i+3ZD2sDz0Pvcg+x7n2BzHedDOg29+6tsXg+0MQQfspEI6J1kxzxNlivrWCoT/c0D/gcB1ofI6qMdZ8celht7CDr4GZVh2gPt/leixVeL4Iao7yi7jxtsexhWBDbqMwxptRahRdeU6LengfuqvBcrgd8jJ3Vnz3IUAiw7xP3t+b2CfIT+DS1UTkaazpvt/kbbc5+FQNFmlARFZXlBau1vTR9AaiUnTEzzcmSjD4yjGwIRVyOmPoaM4QZQ9B9kYOcgtFoPwiB86OGYrYzJXGrbS9Aqeg+yTLWzjDF8Jny8aBV4MRKwo3PjnmdMJDga19KYXGTMITZjDCPLQjw4PoZKkDMPCcmgdVpoDLBFNWAqVe4zo/1XkiWuy4ObACqGIpX+K2QlHfJq71gQfI4afj1VxrU60250Tw9RWWPpSEwDZ9thpXgTxUHRY0gr8AXEoI9EwOYjiLkXMbOEOeiJBMhOZIy+mjBrsz8yXd4UniHy91hJBm4+a+9H1VBg6zMXraY/h4BrCOXd1vatsPMuyR033OY19uGZSDmN2r1kUTVLEGh6AH0nK1GKhxjoh1w2R6FvbhWZL80uCBBeGO0bicw2H7HtfD6kvlHfrZG/2+eRxmVDBFLeIcu/swNyNA/O3kOR1vcjdu6PI4E9HfGZT5IB4b425oOQL1FweN4JpRQIGub+CCieXGvOrF8AIC8jLd/qEGw7x+1koOtMtLibFB2/W35O7P+lwE+qXK9v9P/uSAs20p73WwiYrI8AzV72d6r1O44SoCjwmiI8ILXGt6YPILUSkyWhN5IM7FxPFlobhEjsbzIeMdqxaGX8RbLQ08OR09xGVIKF/REwuhMx3Qtt/4X2Qd+LVrjXo5wh3yMyKSF/jmuA06J9H0fCYjRajdbUmBhTCyvNDyHGPBiZtBYhbdUG8THRs3kBRZRtH+1fQhb10T33d5DdQyzYDqV1R8JBSGNwmD3PBcAmuXvJr3b3zt9vjfkN15plx/W3+3kaCcLeyJnzNbKEcj2Q0+RkioGiwQjkxPcconVetzlfVWVMVU03tAR4pfpH+7dAWsj3IbB6SPTbCioryi8i50tW5XxjkRkr73AdHIdXIVPGaQg8nWRzGoBrPRq1x5Cw+yiZxnR/Mg3l5ggYBHNJfwRAgtYxRHDdQAZWxlKZ6HO0vX/foUY+pKhvH+Qv8zcsWaDtP9/emS/ZPcUatWD2ChXX34cA2mNEObXs2Wxm41nPnuG1CFQ9Zuc+K+p/Lno3V5sDW5m7SVTJuI6+zZftuu+3ubuN2tFUMdi5GTlWB23eKKTxDRq03e3epyLz1g6I1z2KwF9fBISfRmawIqBoH+u3VWv3m1rHt6YPILU2JqgShFyCImJCTpwLaCVyCPnxxGG2RyN19JG2vVmu//ooIiKszMahFW6cPK0/UnU/aNvd7ONfEfWJo7y2R6avZ5CAeY0aCfPsXAHw3GbM+KvGcA4gy/D7MJH/kTGeN1D4+v1k4b69kaC6Jr6G/Q0r6WPIfAFCNeWHqAxpD8DlACSE77TnPxkx95PJaXbIAEUpezwytbxG5NeBBOcXkIBbhQBguM4cpCVoFRRZ355Iu3A28vdYTGWm2a3tnXke8+Oy/UVMN3HV+UL9yXyDdrd5DtXp97PxnU6WeXiP+Pm28Z20pk0K2X8/jzQ0x9r8zUeAph6NWpjrM5H56XNIiD5M5i8yz+4jdhCeQS6XDRkQu4NI45DrM4LKfEgfoDLzcPwsgpZ1CXB8bv8WZGbmPcgiz5Yj4BK0p8eg9+/fyHy44mv0RKayq5GWsAd6Z5dGfU5BvKBUBCJZQsnwjl5OVnB2NPIhalHZPv/t2v8r0fc1FIGeO9D3G8/JErI0A5chwHaQzech9rxbBUV2bABFNU3bqXVea/oAUqsxMVqxhBVbrGL9FBLqw5Cw/owxmBamEWNed1FZqfl++yiDfToOie6FVoohQVlfJABeAs6L9l2DBP6etq8f8uH5YpUxOJQ47Gi0srzM9ufNZbHPwiSkFg7C6XhjUpvafZ9MpTZnKhI+T6JV1BDki7ECgcP/pXLV2s/u81RkGpiCQOPNSD3+YSREYjA1G5lDPk1WJDLk67gRrS6D02QvJOQmFZjnIVRm6T0SU/Hn5n0D67tF9LyKgqIAQnrY9veQhuwB67OATLB3Q34QF9j2RMqZbp5EmqEyztPPonf4LRvLKPTuPmLPev/c8VORQDqanMamyjWqRuEhv7Ur7B3pEz1TR3GN2kZkeYkm27sUzBQ90XdyIzLBXUxU1LONsVVEcNXoMwoBsJ+jVA+Tc+eegLS2+9tYjkLg6DCbm9OiZ7Qflb5P49B7vgol9nvbnsnRNp81oxRt3+6IZ8zM7S8LmLsjIHI90phsYu/HHVH/oPmqmaiPSrDjkM/MImTiPw1p0IKT9wr0Lu6HnNWnUg4UxWVJkqmqi7SmDyC1KpMiFfe1aLV5iH2UcdbOC4yRDEVgZ7X5yRjcbDLV+bXIoXEuWhk9gRjyLdExsbPyJ5CACXb4YKZaiVZ0H0Sq6kvt3MFBeH3rVy2vxki0ej3UmObHoj69jPkEBjfP7u1FKtP7P0Auk2ru/I8CJ+Z+n47MZn8m0nohYXUYst2HGlqhbMBVSJvwLyLzCBIm10fblyOw0w1peuIaToNoxYckN8ZjkdDqh4DICXbv8XOciFbDpUGR/T2RbLV/kt1/SPJ4os33QjKwc5LNQV+Km26CVuOWgv2DWe8ZMo3TngigLor65518d0UapwuRBuhhWgrU2HR4AVH5kahPyP57HZWmzqLgcT0ElD8Q5hpFaoU6WiGh5A25azrqiOCq0WekPYOVuWtMQQuRM5Av3rnouz3cnu9/kgnoLaj0rxlt87cDWmBcEPXdkKjCe40xhZD04EsTO3mX9nWy5zwAfZehjMp7SMtUJnvx6lIwdv53kZPynnaum+y5bYJ4XSjmWgYUbdvas0mtea3pA0ityqSIWX0UgYkLjbmeTWYe2RzZqr9NZSK9WUjbczjwW6SZ6ItU6g8iobIjWrEvN2YcnJXfRYJzBBJ0P0NC7hdIa3EH0nK8TqZNOt/OMyE3/nyywW+T+SlMxnwwjPl9iUy9fzViwrOMsR1HlpdkGVGWWipV52NQyOm3qO7/s1F8jD3fSxDoOo6WDHdLsuiYaWglewpRqKj9dg9Rvpd2zPdgBBD2QYx9qTHbDezZv2W/FQZF0fYuiGmfikCPs3fiPjIBHRyZR9jvHyYLoW/VdEOWFfZJBLLLmHomIIF3BpnvxByUXfa46PxxrpwfkeWYCVF/NyGtYdACOGRafIo2tGrIxFCvRm1927cIfZPjkRCfE83Ft5HwDPdQJoKrRemFKnxiG6SFXIqEeC9k9g0LlyHo2w/J8gYSFRmlpX/N48j37IzcWCrG1Mrz7I75rIW5oz5fp8n5+7bneyCKwAx+TYWyF0fv3f0IOD1i/Q+2eTzW3qPpuXEVBkXt5QOpdVxr+gBSy01I9nEeg1aQX0Ug50n7Owz5pFxCJNTto3sW+cfMQTb7v5GtMLsZE9kfmYW2N6bzOlolX4hWe4cjVfc0JLS2JTMlbWljCKazwUj9f0Y89mhMu9lxW9v2xoixbo/A1Soye/vBwF/JVvf7ICH4iDGnVREzjJ12Q6XsnZEAuYIo225072E1PZ5M27UIMfUW1aXt99HIbDEUrdxfRQB0U6Tef502nGILzPdYskrv1xsDHYlWi9+068dOoIVAUbhv+/tRpPm4FDly9kQA6VTkE/I0WhXX6wz9LALeRfyEemCmHts+0uZskm1vhd71N5F2JTjubo/evxeodJYejgR5nJ9pkM3VHbQBKCgJHmmZMmFXpBW6BIGdKQioLUPRYTNz5ymq1fiwPYOLa40/OmZropQLNpbTqYzUehZz4s8dW8u/ploW8yIgrcIsR32+TvmFU56vhIVR2ezFFYn60Hf9NtJc9UURZbdSqT3vRnFQlGpXddHW9AGkVmVSBGReQULiWqQ+Ph8J5evJQheD4J+IQMtmxnhfsf2zkAkmLvOwmExL8gmiYpjIHv8mCi0NDOJKpNWZHPW7zBjKMCTcaq04JyIfiwPQqv1xa2OMqQUN1XykRfq+XS8wyfcjoDWblhFTs5HKPRYkOyDfgmVUMR3ZMW/l7uXTSE2+Xa7vtghQfDnatxcCnrciYTi72n2XnOv7yEKDz0NCM6QN6EPmEOooCYrsuJlIyF2FHNnPQsx6LBI6z1NZ7LGQ6Sb6bTICfEX796Ay63Ewj92Kcq28icDLp+29eBYJoKeQxmljsmSCodTIW2ROtevZPf2U4maSB7DoHdoAj7n3Y7j12QwBhUXIjLyFXTv4wZXVasxCxTuPLTD+Aej93QmB7z5IY3sv4gU97Bl9i5zPCOX8a8qAtGB6OoBygPnLRN9mje8lNnM72pmoz8bxBuI/famiEbZ+bYKi1Lpua/oAUqsyKVp5n2n/90KrswcQ438/lY53uyHH2h1tez9sNYY0MTeSrTzyK6NxiMHHvjD3IZPMjgiQTDUmGZvORiMglvcNCKu5TZHAGIGSvH0PaYp2RWa0OLR5ERLaPRGDvxb5i7QWOdMDqdl3QSu1WQiUbI/Uy1dhWqTo2PchM0IQiGPRKtMhf5v7ybKyTrZnvgj5/kwnc1jd1K45otozLTC3+TnYDgmNsEo9HwnxqeRWzJQDRcG08iCZg+x4m9tL7bc+dv2x0dy1ZbrZuWT/LWo9p2g+eyEfklkIuE1GJqoR9mz+RWUl8U3JkiPeTqTBsvu+huJmku8gwNgqeETapMV23BTkE3IrEpK7I43qlUg7NSa+ZwpqNcj8R36MvoGiZp4zUaj8nei77It80+5F7/V3iZxoW3k3W/jXUL/paT7lAPMs9E23WubE/taVvbiV+94ZvUtbtPF8CoGi1Lpea/oAUqsyKTIvPUhl/owXjInuila5WyJzyk1Uhk9PRcLsGhQtEHwtYqfAE40RhjDbM5H6ele0ArsJCZq30Ur1EsT0z0FgYjEye1RjRqEA6BeQxmhjKhOgvU5mXz8MgY/YoflDCOxc1MYzuh7Z5r9m47vHWjeqO592Q4LpXjv/F40hL7Hfg0/OVnbOUFfpIuSHtA8Fk/4VmN+9yfIf9UV+Sp+Kfr+IKOljtL8wKIqOWYqEeOwD8wfML4byppvSph77WzQPz1gkpLZDgCcU5nyXKIwYgagbbB7DNYKZq4yZ5JsUA4/ro2/iZvQdhnf4YFRIdwf0PV2NQFspM2AYP1rQLCox/mko/DmE338OaaD6WxtHpsEt61/jKA7ShqBvJPhelfF1mkjb2qLgr3QI8DvEgxqWqI+CBTYpCIpS61qt6QNIrcqkaFV0mbUpaEX5OAI3lxmjHIQAyzJjLnFW0FnIDBV8UcJqa7IxghONYZ2BNC0L0crvaWO+K5D6ugcCRGcjh8U7kdB/KjpnLOB2RKvHDZEAfoRMc7AbMk3FYd4zUTTTEjK/mj4IAC0gCjmv8ZwOA0bZ/8OQ0KpW2TyOLluBgEYvZJZYHvogH4vnEMhcnYGZrGRB1fpNJed2LAr5fwX5Re2HTB/fpErUBgVBUSv3fDjSNASfmA+i/EFxyoHCfj919i8TVjwI+V3cjd7RkOrgLKS12ISsUORm6J29lvJ+RSEkvFXwiIR/AIn9kYbvTSSUg0ZqIXBFGH9u7gppNWz8TyITSVE/p7PRQmEVURFftMj5Lyr9lurxrykD0o5HfGg/ijvKt6ktQu98eDemIpPeETQ4UR8lNLOkquNrXGv6AFKrMTEytZxszO8xshXy8Uh9+gPE6IejFe+lRNEj1nc4Fg5qzGkpWcKvTRHAuMi2Q6TKySh883bbv54xlguQ5mRwxBArcpUgQLYQhS4/R6YVGY78FoJT8iHWtx9S+y9Fqu4h4Zr2dxtjgn1y99U9t32QMbb9SzzfKVSpy2Rje84YbxhHN7v3doWPIr+OF+w5b2XjfhGZF18CDsv1LwWKalwz+MCsRKDyTaLK4pR3hi7bv8hqPbxHGyGt3AFI63Rj7v06H0XsfZ8ssmnjaP7L+BVNiZ5PLY1aL6Rh3BI5B59t7+wqolQKKHDgFurPiVTWL6oHEuq3I03L1QjMxv5qS8lMemXmIPjXTK1jTCMpFj1Y1KR3OVmivsHI9+qjNDlRHyXN1ak1vzV9AKm1MUFirOtH20OR6vSNaN+OyHnzSioTVk1Fat6gnTgTrX6Din8I0sBsER1zOTJL/YwsjLcb0uzMj5hUHN4dcrSMQsLu+2QFQD9kzCiklF9hzPA6ZKLobX2WINNBGNsAY1g72zOomiXW+l5A5IfUGiMiq590J9lqel+kKZuPhO2hSOsxhcaZq3ZAmoorc/t723W/RaWgKgWKalwz9oEZQfVMvIX9fkr2L+vbsSFZ/a2NkED8HlGGauu3OfLDqstPiPIatcORuXV1BBVZ6YZHbe6eQ+9wUbPeZOoPae+OgNffo3kYhszKV1AJPgrPgV1nMllodynfKwoCYIqb9N5EqSbuQFrr58i0kilRX2qlWtMHkFrJCRNjGIJAzXNkWpBdkGp6q1z/GWgVNxDZrm9AQnMQMmM8DWxc5TozUYjuPNtukWLfGGlvY0iX277FSHV+iDGwePV9IJZ0D9nTl0fnnENmrtrQzvsSAnB3kytXkRtrnB+nG5YuPv97vE2m6ZqJhNFcBG7+zfYfh4TZtPzxdc7bIKSteCQvJOz/9aKxFQZF0b2XrUUV/rZluinlJ0Tx1Xrw7dgUaS8fQ9rAm8kA9lCkiViIwGgQjKXzCdm+wuAxfq5IE/ZiuKbt74e+nReprEhexKx3VT3jz93L6SgdQ7j25kjreA32PRedA9s+1e5nWj1jopyjfBEN1mKyRH0L7BmmRH2p1dWaPoDUSkxWS6ET/GUC2KlqO0bC/C2kpp9lDOUJFHFyUCvX2w85gU6r8XtYjQ9HIehnoFXdx43x3UoGchzy05mPNDzX2f6eSHDFfjQ/t//no5Xr1dE58s8gjKEPEpr7okiyU4hWt7ljVoeqIyC1JQJa3wmCwH4/mholBorOFRJuM5FTaHekTbiKVsJSKQGKonkqk1q/lN9P0f4UX60Hf5meNu6fo6yzzyAh+VW7lw0Q2HkIOYgfFF2zrJ9QPeBxuF1nY+QPtjpEGWkc16dSM1PYrFdm/FS+S/PJNBunAP+DCXr0Ho8sMwfh3UA+P3PKjim699YA8GaUz+idEvWl1rDW9AGkVsekVa6ybkIrtVarApNlTQ6MaAxVigBWOW4PqjgEG2M7kMzUtKUx3bPCOcmirU6z64XMtl+NznMNAj6BmZ+OfI62sXv7ODK/tciKDBWp/r9MZmaYYEz+BnKmp+iYze335QhQfAur/oy0O22ahgrM0xykKTgBaSbmkoGY68gAantA0UTK+V98w553UdNNPc7TZXw7tkfm1KfJVuy72bychwRfD7KK9fXmE6oHPL6EtCQP2RgWIBB2BnKK3TZ3jaJajXrGPxtpWE9DmtygETsdLQbywLSsf83UOsZUFADXk9E7JepLrWGt6QNIrcbE1DA5RNtxobqijqlBQ9MiQ2qBY/MOwEcYYzuADOxMQzlPzo/63YVV+7btXZH25/N2/KPG/HojIbYvWjm/QbZ6noCcUz+WHw8yQzxujPITmP8Dke8RLTMlH4ycWqcZI34DOMd+2xuBsUntnL++ZIUID0fais3ttwEoyi1OxV8IFEX968lv8gzyfSjqDN2mqYd2FCUNfxGoDVF/cSqCWxC46psbV5uAgiw8uh7wuA1yVB+J/NqeJzNZHYT8YVZXOo+OKxT+X2T8uWfUC4HyTe1cLxMlxERg7KR656DOMZUFwKU0cNFxQ0mJ+lJrZ2v6AFJrZXIk4C9v5fc8+KiZJj7qM4s2so/WOC42LZ1t/x+GzEShMOb2xiBDWPts4H77f3OUcXkaEpwz7PjuxiCPR6aMYUiwPGrMNDgxj0cgKtbsDEThtQEQHYpAyytk+UDmoFVvEPz7o8ypnwz3hUDSSwhUvEqU0LDOZzQaCb0voLDoVWSJCvc35h0D1cKgKLpG2dT6z9p5izpDFzL1UKe/TJVn9wHkdHoDGdgZi8BWvYCiLHgMz3aU3eO+9lyDOWg8lbXlSpsBy4w/PAP7uxiBkWeieZ6NAFw9GpP2JK6sJ3qwlLYod3xK1Jdau1rTB5BajYkRY7oVCfcv1OgTp4H/QMnzl1b3GoNaaULjNKRVOBSBnbtQgsLx4fxoVf6WHbMCqZ1/gwEh67chCmnfye5jX5T9+ZPGOKeTraYnkIEoh0DEMQhADUSA6Tas+jUygfyAzPeiF/AfKCeQQyHDVyJfnN4IZI1s57zNQUBrc7TS/TNZ1uo9bTw7Ugcoio6px/9iNuVMN2Wcp+vlFOqYAAAVhUlEQVRarVd5dlsjYXsHLbU4Zf2K6gGP4TkPQRq/X5FlxJ6ISlS8L7pGYa1G2fHbvj1Q9OM29i68SBYcsCfSPO5p26XnoM4xlYoetN9KaYtqvBspUV9qdbemDyC1KpMiBvoOAgo7IcG1Ivp9dSI9JOBfok6n2RJj2h0BmWlkVcvPsbFshQTp3lWOmw2cS2Y+ugrLXWPHHoVA0LEI2F1BJujPRCvAWRjYCcfZ3xlIID2I/BZ2Qav2z5pQ+BZROnv7exxy4H4SRW58ygRCu0NSEch4lSxf0FYI3D2NQMwPMOds+70QKMpdo5D/RXS/E5HmrFXTTdS/lKmHdq7Wq5xvNBKE2+Wu0SagoE6Nmu2fhoDCPASEpiNt4SeRxuIVKv1aykRwlc6HZM/wO2RVyIfbvXzNzvUGmWNzPT4/deVoogAAJhc0QB0ZvWtcOyXqS62u1vQBpFZlUiTk4mKbfVEI9/Jcv4FoZb9XJ4zpSGwVhzQjMxFYWEiNHDe0VI9/3hhpj9z+hQicLEBp3S8liyQ5D4UcbxSfE6npDyRLfX8RWpEGVf/GZL5DjiynzIYItAUwMg4JrE0a8Iy2QWDtEzbux237q0hwxtquQqCIdvjAUN50U6q/HVPWt6PVMgRhbqP/y5pJ6gGPu1MZ8fUppLnYFZWYuIZMQ1Y2/L+ufEgIrD1Kpd/SQKR1nACMjsZTdg7qCbMvC4DryujdxnuRnI5Tq6s1fQCpVQUE26LomGHRvlC47xLbHmDMqcNBjl1vPErgtnu0724knPevdh9Rv54mZL5E5hwbNFLT0Yr728jE8ik758VkNXqG5843Bwms54Fl0f7zEfjancoVZa1xTUXOuXOKPIMCz2h9ZIZ7FoGw0Qg0HF6lb1FQVG/OmLLO0IX6V3lXy/h2FAmDD4C0FKCw/aU0atZnpN3rIba9G/IVOofITBW/RxQ365U28+T6jUCgZbXfUg1+UWYO6jE9lQXM7c7onVpqjWxNH0BqNhEyz3wOCco+SLvxlDGVeShp2cHIzNLDGNb4ThxfT2OENxjjGmMCYjnKRbOYNkowRIIiCLNNTAiF1elJdq75xqgvI1egEwn9e2wM+yNwtDD6fRHZSrKm06Ix6o8S+fw08FkFx+exJhha1MiiHCgq5H9BSdNN2f7ReOrx7ZhI+TIEQyjnV1RYoxadY7SdfxUtI74usHmqV6tRKqS9xjmC39LtRKVQ6pmDesZEecDc7ozeqaXW6Nb0AazLLcegX0K+LEuRurwPMlMsQeHWOxmT/Qa52k+dON7hyHH3RaQ5GYOA2EokpC8kEqD5+7T/B8f/Iz+EoGbvifwKHscqpcfnICu6eRdyhO6FBPwXgfOs3yHI1LAnEnCtZVReL/q/sK9AgefUHQnL58nV0qrSt1VQRPnaUqVMN3X0LxtWXKYMgUOC+AW738Ih4XaOwuAxd9xIakR85Z5Tq1oN2pEPqY3xVfgtlZmDesZE/QC4XRqs1FLrqNb0AazrzYTJV7CVDlo5XYaEd0jlvp4JiTeInDQ7YCwVGpdW+g1AK71pSJuwnTHSRzBgEZ0rBjkfQSapXtG+Bcasx9j2dHseI2pc+2gsVb1t90CRWg8iIOZQNMpfgZ2sTwu/EDLtQR8aqM2Jzt+PrKhpW7W3aoIiyqXWL+sMXbZ/Pb4dZcPgX0F1pQr7CVV5Zm1q1Koc01rEV5kIrsJmnugZFfZbKjMH0bH1+F7V4+vUbg1Waql1RGv6ANb1hupNvQ3cGu3bGK22HkWrofXQamx0B44jMN0pKGqndxv9+iDNy/1kyQDPse0ecV/7f54xzrxJY3NkrnoMAbwfYhFF0bXGowzJwUH5KOSEHfrFmXN7IfPVS8A9Ne4hTqL3EiVD8zvg2dcERZTzvyhluinTn/pKKJQNg38I+WoVMpO08jwLa9Ryx63WnFCHVoOSZh7bX8ZvqR7/mnrGVNRRvkM0WKml1ujW9AGsay1iDqPQKrInynj6GnBu1G9jcgU6O3BMgVHPQNqQFmHiYexR38WoEODdyIyyzITZYiInaut7BFp1VgVqSBDui7Q7E3O/zbZnswgJ4pNtHPOQ2Wvf6JnOMUY8wLafAx62/8dgqeNteyAyA1a91ya/I/X6X5Qy3ZTpT3nfjrJh8NuhaKLCIeFtPMMW4JHyEV+FtRrUF9I+kXJ+Sw8gDV/ROSg9JvutDAAurS1KLbXObk0fwLrYjBk8j1ZndxnD38SY6sWdOI4PkGUeHoxWe6Fo3wQTTLtF/QPTPQb474hpbodCxN9ACQ7PiI7ZCQGO0tooZIp6CCUQnA382Jj2afb7UVj+IGPAr2FZkqNzPI20Cm+SaYAGo9Vvp0SslbzndkesUNJ0U60/JVfrtD8MvpSZpI7nWjbiq7BZr+z4KV++YwYq+3Bia3OQu5e6nykFATB1aItSS60ZrekDWNcamQPuDsb0JyP/krEIeLxNDf+UDhjLnsgsFBj8p1FdqrtR1Msdts9FTPdY4D3gbtuOw5x3RiAonyencI4aMgHbG2m7Rtl5X0JVjT+JtE5n5Y670a7d15jztWRFIo+gUgifTIFMvU14NxoSsUJJ002t/pTzN6k3DL50SHgdz7Ws5uReG9ettK3VKAOI6vFbOgz4I8rgXdS/piHPlNYBcF3aotRSa0Zr+gDWpYY0FCNQ2HjQpPRHYaxn2na/Th5Tf5RmfgACWvMjJj4XrdgCw7sJaU2WIbARfGaqqb97UDKSKWKi+6GkgcHR9kAsgSIyidwXmHh07HHIxPMcqn7+WRvnGsFsaXDECgWdoWv1pz7fjnrKEJQOCS/xDOopfPoYWnwU1WqU9Ysq47fUH/g1KpxbWGPSqGdK6wC4QzVwqaXWyNb0AaztLWJwuyFNTm+0ClqJOfyigpYrjLH0aMIYP2TMaVC0bwJKEDjLtpehFXowbV1m2xX1ghowlmnA60Q5gpAP038Zs/4J5mtjYzwOaT4+iDLZfsB+G4e0Ee9vxLg6YQ6aHrFCO1br1FkKgjpDwgveR9mIr8doafpsK/y/jJ9TIb+laA52RLXbSmlMGvlMaQmAO1wDl1pqjW5NH8C60Izp30FW5XsoWu2+gMKl346ZX5PGOBOBiEEIjC0lU7kPQua18Sjr8GeQ+v9nwC9pUNSSCco7gI+RFd1cilazQ4x572V997HrL0D+Cxci4dwNRSS9RZ1VyDvpeXfJiBXqXK3TzsKN1BES3sZzrafw6eQa72SbZsBq46d+v6WGaEwa9Uxz5+wwDVxqqXVUa/oA1vaGTFXPIyfdT9m+7iaQF6CVVlNBTjTWGai69wAybZOzdgoCZDchx+ODkXPk4TTQPGTnyxfdvDVi2g757lwHHGX7tkSA6GL7/eONYOqd8Ly7VMQKdfibRMe2q3AjdYaE1zhXYc2J/dYDq6VW43xtmgGrjZ86/JbKzEFnPtPonA3XwKWWWke3sPpJ1EByzjlvD9Y5tyNa6fwTuBxVI/5SM8fXGjnnZgF/9t6vyu3vgZykf2TbV6LkgEfadnfv/XsNuP6GyAz1e+/9W8653VEx0Lne+3ejfuejlfCl3vvfO+dGoiSL+wB/8d7/s71j6UhyzvVFjt8nIDBwEnCo9/6XzrkByNflfO/9m504pm0QsPwOKn46GWnsNkZz8Cfv/bPh/XbO7Q381Xv/Xbuf24AXvfeL7XwXAfd7739Q8Pr9kOP6O/E3VOC4oA150baPRGarZc65vt77v9r+DVCepZ7e+1+UuUa943fODUaZum9HPjZXIDB7OgIJNwIneu+ftHOUmoN6xtSge+3lvf9f59xY9K7O994/0YhzJ0rUaEpAp4PIOTcOqZdXOOeWICb37ygJ4Mne+3uaOsA2qBZTdM71By4Btgdm1AsocmCw1rWmouips7z3DzvnRqMV5Uto5Xsc8ml5DEVk3Qgc6L3/TT1j6miKhN9otNo+FWnJZgHHee9/5JzbH5ktftkI4FhyfOsjs+HhyHz2FvKD+pP3/q5c37FIWG+DnJZfRJqIu9D7/XonjvtYlGjwl8DfkUbvWJR64F/WZyLwO+/9a504rrHIrHomqjp+HzK3noU0NT2Bz3rv/190TOE5aCY557qjb/A64DLv/VeaPKREiWpTs1VKa2MjM638ETlCHoiY8M7AJOBvyMG2YfWVOvHe+iGzVUUV8hLHx4UJ2yq6eao9x/chJ+VfIl+h7yKg8GHgZpT47wXgoGY/nwL33+UjVmjbAbfLFW6kjoivThhT3X5Lbc1BV2iUjOxLLbVmtaTRaTA557YA/j9ygrwXhWHfi3wW/oQE9iDv/W+bNsgGUT3mKufcIcih+X5UxPRY7/1/1Oi7Iwq9fxn5Ol3vvX/ROXcbUvvv7r3/p3NuF2Ru+2GjzRGNJLufWxEQeMs5txUyU4xC9b0+ApzjvX+4eaNsfbXunNsB5VZ6y3t/ZrS/NzLDHQBc4b1/pBPHW1pz0kHjqHj3nHPbIe3S+d77P5u5dRQCYE960zbVOFfSmCRK1CBKQKeB5Jzrg1ZuWyDHxz+iSI8bkQA4FZU4eNv6d1mh3JHknPsR0mjs6b1/xTnX03v/j1yf7t7795xzuyL/lRHIH+cJ+/1W5HS6jff+7517B/VRo/0vOpJq+XY45wah8PEBwAk+5+vinFvPe//3zrwH59x9wL97789wzp2HMmnf471/yr7J3t7733XGmBrpt9RR/jWJEq1rlIBOg8k5NxCpm69DvguDgSXe+zedc1t673/e1AE2iSL/lF5ISzMTeNt7f1iVvj1MUzMIhQifjXwWfgg85M1B1zl3O3CjzzlOd1VaU/wvYormbS8Ebn6DTIe3o2R2V/nISbwzxxRt1605afC4uozfUqJEiTLq1uwBrG3kvf+D9/5xVJupF0rGt9J+/lXTBtZEioTlHOA0lP13F2Coc+5h6zPGOTcdwEDOQGSCON17/w1gCRJec5xzY6zfUd77Vc4514z7Kkve+z9775cBk7z3DyAfh1OA/2zuyGpTNG9LkabyJuQ8fSLmZ2RRT509pr1N2wfK/7Q50vzhvf80qov2bieCnG2B5ahEyaEo6eWlqBjtABR+nyhRoiZQAjodRF5h2OchwHOG7evUKJquQiaYpqNsys957/9o+/cABjvnnkCg5j0AC8l9CLjEe/+U9X0N5dXZGZhrav3V5+/M+2kAvWd+RctQxfouG5Zr5pdjUFmOPwF/AF723v8eZfTeFGktO3NMY1HCui845y5EuWhOAWYY4MB7f0kR81CDxrMDKjmyyhY6P/Le34+0dd9Hz+2PnTGWRIkStaRkuuokWtdt7M65G1GSsXtQYsLJwFPe+/uccx9D5pv7nXPDUSHD573lFsmdZ3tYDXzWWOrK/hddOQzegMwtyKl/U6QpORuVK9kJaQs7NXVDV/RbSpQoUUZJo9NJtK4xuCrmpOeRX84TyIfpL8BEiy55BXifc+4qFH10WzWQAwI4azrIAfDe/8V7/47936XejchcdSfwO+AXKBR+voGcPVHk1eBOBjldQnMS3m3n3F7OuZnIpHoE8HtgvnNuSDynwVm+q81zokTrCiWNTqKGU6QRmABsDfwWpeQfiDIe/9gpoeJ1qOzBu8CVKLX8Z7z3F8Xnic4bIrHWR8UXH+3cO1s3qKuGwXclzYkBwYuBG5DZ7FxUuuR69L5f2tlO2okSJapOSaOTqOFkIGcfFJnTH/kqzUNZa3/qlPF4JXCh9/5XwEZIYFwBdHPOHWFCyzvlZ8E5181AziBUQLDLOvCuBfR3FC00ycK1r0MmrD8gE9HxXpmqO9QJvKtqTrqi31KiRIlqUwI6iRpKTtQTZU++wHt/DbA/yhtzEOBR9faTvPdfdc7tB3wJJVm8BGl39gCmO+cmASc45/p57/9lIOeLdt6XO/ve1iH6BQoh/wjwJvLReQ6403v/de/9s9DxgKIrRXxFoGs0MBL4H5Qq4ATgaK8aZfsjgHOI78QaZYkSJWqdEtBJ1BByznUDCSev5H+/BnZyzg3yyh30eVT+YDjSGHzL8p8sBxZ4738GvOe9X46y3O4H3A38xHv/FzNXfRn4dIjEStQx1FXC4LuS5qSr+i0lSpSobUo+OonaRS7KauyKFd28CxiHijCuh8xWN6O6VUcA79jffsDG3vsf27mnAL/x3r/aaTe3jpNrQhmCrhrx1VX9lhIlStQ2JaCTqG4ys8GhKAdOCPv9LjIrjEPFTPdDIGcgsNhCyBdan/9GmoIXgceBr6HcMp/x3n+zc+8mUTVqRhi8aU4uRRrAY1DNqr2896+a5mQFcGRngl63BpXvSJQoUSX1aPYAEq3RtCGqN7U+qkV1gM+Kbj6Pim7e5yqLbk5HkVbdUeHFq4G7vPe/tlXyEOC/mnAviaqQ9/4vSMvWKeHRpjlZhDQnv3TO3YN8upY552LNSWdr9mK/pauQGTWU7/h66JRATqJEXY+SRidRu8j8bBZQoOimc24T4AEUtfOGc+4kFH7+DHJSPhe4yHv/YKffSKIuQV1dc+Kc6+W9/1/LznwL8tHpspmtEyVKlJyRE7WTvPffR0ncfgqMNUGF9/5jCMDsHnX/B9IibmTbNyDNzinAB4FTvfcPdnTYcqIuTV0i4qsVWmPKdyRKlEiUNDqJGkJWmuF0JJwe8VGdoVxStwXI1PWA9/4HZso6GYGcd5ow9ERdkLqy5qQrl+9IlChRS0pAJ1HDyKmq+PkoC/JS8+/I99kcFWTcDTkhH4xy6jzemWNN1LWpGRFfiRIlWjspAZ1EbZJlJx5qzsTDgb/VSm/vChTddM71R0kBxwAvee9XdcCwE63hlDQniRIlagQloJOoTbJiinuj6JfpwAwr3ZAoUaJEiRJ1aUrOyImK0A9QRuNTkW/Nr6BlhXIzN+CcW99KOyRKlChRokRNpQR0ElUlq1kVgEwqupkoUaJEidZISkAnUQsK/hAGZFLRzUSJEiVKtMZSAjqJKsg5tzEwzznXPRXdTJQoUaJEazolZ+REq8lMVYcDU0hFNxMlSpQo0VpASaOTaDWZtepO4HVge2AD4CTgelSi4UhgMDDBe/+HAHLs2CcSyEmUKFGiRF2NUlHPRBWUim4mSpQoUaK1iZLpKtFqSkU3EyVKlCjR2kbJdJUoplR0M1GiRIkSrVWUgE6i1eS9/x0KD5/knBvjvf8H8BDwW1Q9epX1S2rARIkSJUq0RlAyXSWqoFR0M1GiRIkSrU2UgE6iFpSKbiZKlChRorWFEtBJlChRokSJEq21lHx0EiVKlChRokRrLSWgkyhRokSJEiVaaykBnUSJEiVKlCjRWksJ6CRKlChRokSJ1lpKQCdRokSJEiVKtNZSAjqJEiVKlChRorWWEtBJlChRokSJEq219H9JA3BGhE++jAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(8, 7))\n",
    "corr = data.corr()\n",
    "print(corr.shape)\n",
    "ax = sns.heatmap(\n",
    "    corr, \n",
    "    vmin=-1, vmax=1, center=0,\n",
    "    cmap=sns.diverging_palette(20, 220, n=200),\n",
    "    square=True\n",
    ")\n",
    "ax.set_xticklabels(\n",
    "    ax.get_xticklabels(),\n",
    "    rotation=45,\n",
    "    horizontalalignment='right'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "abs(correlation) > 0.9<br>\n",
    "num_compromised & num_root<br>\n",
    "serror_rate & srv_serror_rate & dst_host_serror_rate & dst_host_srv_serror_rate<br>\n",
    "rerror_rate & srv_rerror_rate & dst_host_rerror_rate & dst_host_srv_rerror_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "serror_rate                 0.200088\n",
       "srv_serror_rate             0.200345\n",
       "dst_host_serror_rate        0.198307\n",
       "dst_host_srv_serror_rate    0.198983\n",
       "dtype: float64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['serror_rate', 'srv_serror_rate', 'dst_host_serror_rate', 'dst_host_srv_serror_rate']].var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rerror_rate                 0.101599\n",
       "srv_rerror_rate             0.103900\n",
       "dst_host_rerror_rate        0.093556\n",
       "dst_host_srv_rerror_rate    0.100701\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['rerror_rate', 'srv_rerror_rate', 'dst_host_rerror_rate', 'dst_host_srv_rerror_rate']].var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop\n",
    "data = data.drop(columns=['num_compromised'])\n",
    "data = data.drop(columns=['serror_rate', 'dst_host_serror_rate', 'dst_host_srv_serror_rate'])\n",
    "data = data.drop(columns=['rerror_rate', 'dst_host_rerror_rate', 'dst_host_srv_rerror_rate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# (data.drop(columns=indicator_vars+['Y']).corr() > 0.95).sum()\n",
    "# (abs(data.drop(columns=indicator_vars+['Y']).corr()) > 0.9).sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Select"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X = data.drop(columns='Y').values\n",
    "y = data['Y'].values\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "tree = DecisionTreeClassifier(criterion='entropy')\n",
    "tree.fit(X_train, y_train)\n",
    "feature_importance = tree.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gZqeZ2SLze4zzzexkM3tm8Zm/Mr9n2Ov+4WSnbwvlcrUy0vYpM7ORl5r+mNlbovw/FOfADWb2g9pndjK/B7zSzO42s89p4s7fcYvdfG70aWa2MI7LdZK+2YK4n2c+x/meKLu3SfpZC+Lu+ZyNmc21/haOGfdrrPVenGK827yjNkQsI1V/nm5M41RDHdMJMKI6xbqPg/V9b7teLkZQ38/oVp/H32O6bXu0xrFcjGVbR3Z5bVzGP8vyNZ5pHQ82sueLej2vteHZrG6vjW/EI2e9x8HGqx4+SNJTJb1Q0l2Rn6OuX20Cngkcq14x2Sif0xlhGtO9lgl/JkgjmzfUr/Hoj25rZktt+IV+u51//aSpDW3d8ZzrOO7M7ItTqW6XRtW2qY+Z1efK39njtXE3RL09IazLmM9Uu15LE9penchjP6Xrly7t4vLv2+N5TX4klakxpnVCxqLHmlYbfO9p3O+P9Oj3TXljbaNVVXVfVVUrumx3lrxNXer1zPmYzq9u150efZ2+9zPJYwzj1jcfZ1Pqfpr5uPnttdfSdeCWBuIZSV8cI2CjXL9mhNucUuV7Avx8PDZCOQcwHBYIBvCIYGZ7mNkl5hNrHjR/4GX74v3UMXmbmZ1nPtnjz2b22nj/UcV2bjCfVHGJpOc0kJxtJF1QVdWdVVU92O0DE9Egj+1267xv6AzH+8eY2RFmdp+k38brzzGfALTK/OGoPa32S5pmtrWZ/SyO0WIzO1PFgglpQMDM9jJfXGKpmf1v6vSbTw55rzon1u2qPvKrrqqqZVVVTZUJxeOmqqolVVU9NJ7brA9K9RpkQjtVVbVE0qqm4xgJM3uV+cSbZeaTcK40sx3lkwi2j/pnrqQ1kj5i/mvof1PbxlfNJ/wNt68ZsZ9ym9vHe/vGdWSVmd1kZp8ws01S/RJ11EfM7BQzWy7pq2a2W7y+Z8S9RtLrY3v7m9ktEe8tZvaBWiyDttcr7qqqVkp6XtqXpEvk9e0ySZtLOknSzfHa/pL+rqqqZbGf2fJJzF9PdW2x6cdGXb/CfLLnMWb2hOHycTJN1PVxpOp1Zy8TUW+Pwg7ym4uvkXSfpDPN7P+lN80nPl8uv4n5dUk7S3qFpB9J+k9JzxjvgIr8+4KkByV9t3jvbZL+RdK/VlV1f+Tf4+Q3R/99iM1uLulc+eT40diqy98u8vPqe8XnbpT0EUk7yW/43i7pbIsFgM3scRGHSfpHeV4+WtLpVnuwfJjy8cVaLF9Ob5jfdD1T0uMl/YOkd0l6u3yR8HExkjIuacLbDVP9nJus+Cxuuo9HW7ffmCd6++NxzCZyX1FH/o2kc6qqujvK/LgbzzRUVTVQVdWiqqrWjU90Q1rTT1mcqHNzPMrxZNcbVVU9WFXV0onez2jK1GTFNpSpXt+P1ljSNRlpHSK+bSRdX1XVnKhXFj9S8n0C9/1MeT/tjKqqFlZVtUAT1Gff2M6nlJ62pGuE16gJ+dVpM/t7+YOnPcdHzCfYvVTSgi5vXyVphrwvmZzfT7+8z/z/tLxv9TFJ28knj3xEnRMJD5b0SUkflU9+u1fSeWb2+OIzJ8j7vXvE34sl/bh4f1P5eXaUvB81yAiO11pJk9HGGom+xkn6PSeaHhtuyzk+lDakIcYW+9r3VM5rqb/8jnbMfU2lYwR1TKU+2wVtKGcTrZ62yb4vOJnHYKrd8+yV9nqcj6TyNxW0rV4Y4fjzVGt/9bVwSxvzerziHa+x5wmO/e/k98zeI+9PfF5+T+wzI9zOBpOY1+slnSp/uPA58n7b7pK+P4ZtbpDSEXNzVvfzndGmqVeedZnD0nP7ZraZ2YQuqLSZmdkkj7sPFc+4lLOJGgs2s0cXedYzhqlSR45EEzG37fo+VlMpvVMpln5M8L3SSZ+j07b872UEbaLV8ut7Y+pjguN9DKqqWhPX0Wq4z45FPe5e7YSRlp3JuIdaxj5U+2YksfeKe2M5x0ZiY0hzC9OwjaSFVVVdVlXVIvm83DEbyTiZmR0u6b8lnSbvA75I0imSfmhmX4uPHSHpc5Luks/Pu1HSnySdrzxnb0IWAepij9jfyyRdKemzku4v8nB7+cKQX5C0o3yxmiMlpR+LeUkR8x7x2kuL16ZLkpn9s3y+8QPye4DPiW3uJ+ncLmWtHtfJ5vO5k89L+tQo4kr5/ppI31MkvXy4uMzsyZJ+I7+/+gb5Pcb3SLpVUjnX+X/k9wx73T+c7PRJPqd7K/mxPEI+R3y/LjGNmZntLumXkk6X9Pfy8v8pFeNaMTf8PEn3RDo+Hp95vybg/B3P2OVlZY58zuyOko6R309eMsXjXiOfl/06Sc+VdKCkf5K0corHPeQm+vnQSK5PEzWvten74GPU8TzdVBmnSoY5ZmNuE4zk3vYQhqvvJZ8LP+hZgqqqWvEs1gjPnUHnwlQrV73YJC0oW1XVyqqq7i1eqs/5W9bjtUk1Ef2EYcaCtpF0dVVVN8t/EKFX/fos6/JMoHV/fm+szwQ+0fzHIO61WIDfzA4sPvJYMzs+3l9q/rxcuTBm12cKLZ61Nv+xiLvkbTuZ/xDFj8yfm15pZudb8WP3Pba30zBpSM91f1DS3GJf+5jZ7yPue83sl2a2dbw3TdKFsYn7zJ8NnBXvmfmPYt4aMc6x4odSpK5lfKj4Jus5mUfLfzzh4j4+Puj86zNNE9JXret1Hg3V9jJ/pv9oSV+S9E5J0yTNK747aMEpq60TEJ/5XJSppeY/MvpOM3uS+TP/y8zsZjN7XZ/p2NUGPyO7Tbw33DOyzzCzU80sjU0dZGZPi/dmyPtaO1heQ2BGPzGNhy5jZvW58gM9XhsXNgH3NkexzVPMf5jnLvl9Zpn/gMz5UW88GOVoww/UWpcFGa22gGRRd37c/LnkxWb232a2eXpf/sNPHymO/bRRJ3yEJvjYD1u/TOSxH6J+2dL8h6j+VHztzfL+6Ar5gn+v0zhck+Ozfy9fI+R55m2AC8zsqfHeX5gvRpx+NOcKM3tl8fVUJ2xRbG+aFYtaF/XS7uY/BLbC/IecXpzel48HPq4oYzP7yswxsKKNOlnXzYlmxbyRib4/MhHMbPOok5ZFmfuP2vv9XldnmtkJZvaQfM0GmdnXzNfZWRmf+S/LPywzQz2ucfHZTxfbf6aZnSrp3ZKeLGm3dK2sfL7cgVZbk0fSXvLnIurpHcv93Mb7NVPVWM7nMR6TXvFMibU1pqBN4lp1v3m/6QiLdRzM27H3FefjEjN7s5n9jZn9RkNcMyyvufWNaBvdF22cvzCz75kvyD/fzN5TBmNd1tsys237SYiZPd38h/EejGvcDWa2V7yXronviuvrSkkfirqo/kNYrzP/sZH/13VH2jC/q9s294/8+al5W3GRpN+a2b7Fd2epR5vO/EfyzrTcj/2pmW3ZT/pHw4YZJxruvIlxRwCYeFVV8ccff/xtlH+SZsk7lJIPbq+UT+R5vqSz5A/LHh/vT4t/L5cvIlDJJ2itlQ9OvVHS0+PfD8VriyQtjs9Oi+1U8sk2v4xt3SZpn1pcL5P0B/mDutfIf92rkrTrMOlJMZZ/MyTtGv+/p/xmc4r32fKJaYsilj9IemNtm0+R9OvImzvkvzI2V9LM4jOVpA/FtgYizbtJepqkcyJPlsgXfbhbPul4Zby2UD7QlxY/OEq+WN7v5BOTF8f37o/318gX0Ts13q+nt5JPyto/tnOHpOMizr+U/8rGeZK2lE826pZfm0r6oXxBvpXyCVMHS9qkSPNMSXN7/Tte21fSn+M43iTpE7VtbCNpdrx/YxyTZZJmdCmffyHp2/JJUqskXRHxvr3Y3ofjOFaRnxeps+xtJl9QMOXbbfKbWlXtnLhS0tWxn5Xx/1+LY3Bv5P9pymXiqPjsWvkijA/Fdo6QP/T2e/nij6dKWhr7nyPpabVz4uoitkWSPlDENa92nOYNcy68Sl6e18U2ByK9x0QeT4vtvE1evqo4Bq+tbed58oU9lkbaT4503BXpv1fSXcXnr9XgMjWty2uz4vMmL1u3xvbmqKgPiu/uFcdzZcTyc0nHR55XEc/fFnl1rvw8fb+k+UX6t4jPPNQlpi9IelIc27XxnaWR/m1r+XJwHKNlkm6Rl++H5WVkffytkpelHSOm/5B0XHzuLkmfqm3zI7G9Ko7bzRpcNqsiDbvGv5fFv58on1z5UBHDA5K+IunRxXbeHttPdfWV8pvcqV4v/z4d210g6YPFNizSdHD896DivbKsL5WXr3XyxVFfIZ9U+vnIh/XyOuBb8nNnjbx+XCWvF6v43ID8V9nvrcW3t/zXZ58s6a3xubtjHx+NNL6pVlffKy8Xn4zjsELSGZH/ZX7PkJe3Sj4BuZ43N3Z57TXx3fny+v2a+O+v4/WfFcd3IOJbLL/GzOyyvTXyc+Jj8uvtysina2Ifq+Xl8ET5jZ3FXbYxrcsxOUW5/tk1PrdSw18fv9Vl+xv+irpnbqQvpfXn8gnPqe6o5Mf+WklPLPL8okjbUuX2xgWSTq6dK5vEMfn34ty4PL6zhbx8flJ+Davk143D4rN7yM/ZlP/pnPtz/P+KeO8j8vN6tfw8WSkvWxcozrlanfc95fr+zHitLHtHR5q/0OX69pj4+2Skq1sdsrX82p3qvFXyCdZPKPYxW17Hl9ee/5HX2y+ItLxVfv0fkHRmPZb49xbK9erq+O9hxftby9s2lbx8D6ojh7k2XRF5ndpFN8gnzvxDlIEVkdfHpPTJJ5ZX8nP1COU6/JepfMjrqvWSXtulfJTpS+Ujtbu6pe9nyuXwNyl98puyqyNvUxqulLRjvP8v8utAKuP3SfqX2jF6OP5bHqP7JB1VfGbQNVNe1pbJJwbMjThWKNeba4p4/jHS8LDy9WxRmadDlJk5sZ10/Vwp6X/jL+OebgAAIABJREFUmKQ8/ZH8mro4/r4lX1x6hXKZuUPSsXGM1hVpWRfHeVv5JPKux7wW38mRjvWx/YWSHhOf+auIZ3185vyIN51fMyLfPim/rq6OtJbX0wPju0sjr9bL+wwz1V/b9g3ydnu6ZsyJGJbL69HrlOvvi+Q3+q+IYzYgr5PujP1fLP/xkDJPPlTsc0W8n47ZanWWlXm1evKo2Nfa+LtSXh/NlXS2OvsS1ymfc7tHfOm99XHM/0f91cm/K/LkAflEh1vUve/y9i6vvXuIeqM8514ecaUYb5R0WJEPsyX9St5WSe3heyVdWGz/BHndUk/DSvmC6bO6xLcw8rGSL/i+tfz6UMVxXBLH5mF5OUjXl9Tm2EOdZf8W5fPkYXlZebg4znfL671U3+0kr5tSW+pued9zVmx/O3nbIsWxMo7nXcp9nXQ9SfmS6vN3KLdBVsbnjiyuoSuU685Vyuf1HfJzpl4G/y/+OxDxvrmoi7+s3G9bHf+9Rj4W8Y/K9em6yN9UF/fTh7+1yPsTI/8Wy9viy2N/qZ+0Xn4+v1m5Xkrn83mSLo1/XyOvJ38eeZ6O92nFsSljWx/59EZ1Xvdny8/NVC+l6+k1yv2EL8nr8VTPnilv9w46F+L7n1VnmUr/XSVvD90RaU9l6ir5eZny4jZ5e3MT5fb27vHZgfj8i5WvoTcr1yvr4hgfqnwNLeMeso2gznN8eRHT7ZFvFxfpSWm4Q7lsX1qk63p5uRmQt/++Jf8BgW71VL1t8Pti3xvaBhHf1crnzGiuY6coX8eWyds+j+5x3Z8d8V2lzuvHrXGcerXNJirf74nY9y++e13k8UnK7Ycr5OW3vD5umvJd3k67Id5Px25V8d9UR51Y5OlCeVkr0/U79Wjv1vpx9Xr70i6vpb57Oq7zY7+LYr+pjlgtb/tuWzuuQ8VwSOTd+nj/85HXqR7YRL4gUtl3v1+53E2LuC5Tvj5sGCur9eN2j3xZEXl8nTrbGItiG+uU69oFkYYvR/4PKLcpFxbpuk65bKR+5ybK427l37QipmOUrxFrJJ1QxL1DbKv87p3qvLY/pNw2WxV583F53ZjqntTfXCxvK54s/yGPelw/6fLa2sivVP5S/3yNfPLJY9XneSUv27fKr8PXRNrqbbxlkYfXKPfz6jF1G0u7P9I1S359/w/lcnVlxDlL3fs6qd17V8Txo1p9kfoPZ8rrs4WSDi2289jI//3l9UUZX7r+TFc+f1K+nifvux0lL0OL4/2U13/QMO1JdR8b2TXS9UDx2jJJJxbpmq1c166Rj0G8R7muezi+d7C8Tkj9qTQ+dkzE/gz5ubRI3p/5eXzvGuX+9XR5m391xP2QOq8x56rzXkLK8w39T8VYWnFMKvm5le4TdLtfUm8X3y3p5uLcuSLSvzxif5p8nPDeeP1heZsqneNVHJPyHs171HnN/EXspzwXDlMuYw/Kf8wixZj6Vl3PnS5pKNv2X5afO+V19T+Vx18XRdxLijScLT8v7o/0XRp5Uaahkvd/zoxt36H8o1+9rqu/UWfZ/qM666leYxczIg3pOpHGNFPZmRmx7CWvO9I9gi2Uz/X033Q+36HcTxjR9b9XfkecK2rpuChiWiOvN25U5/XuusjrgXhvz9juvsrnbyUf3zlDnfceblS+3t1XS8d05XZ/JT+f9hwur+P9efJ64f8iroFIw0XyNk3a58L4+3d5ma/XMU+Q9NPi82lcYE2k+9RIY5nXz1F/Y08PKI/RL5bXrf8bxyEdv4cjX1I/8FJJu9SOZSUfG7hUuf2S2lXpOn+rvN2a8usC5b7w+vjMXPmiCuk6mv5SP25mfObBiG2lvI10ThHLTOV2WjqHLo78WC1vk/9RnefQInn7Y3XkxaJuxzW2vVx+PUntpNR+WSXv95wR+fBn5evl3NjfCnWWp7T/KtKyutheavek95fIy0F5zzO12VLa5sj7jSmf9oq8SuXmHnm9lM67FcV+b5L0HeUyXS+HA7Gf30calhaxpTbPRfL71V+I98ryd2MtzhO6HKPUj7pXfo4M239QZz2yTH5erFceA0x5WY49pPKX8j/dE3049tWr/D1d+R77Gvn1+KI45vX8Svu/R379SteBK+XlJ6Wtntfr1X1s6SLlduZ5sc10vv5WuT5cJS+bV0d6F8vbj5tr6LG4HeX1Qqpryv70hfJ7XGW9vjT+u3yIeMtz6DDlMpmOw82RL6m/Mi/y8uPK1/blkj4d272lSz5/Wfl+zv3K9+evlo8RDboOafhxvH7y+rIuseyqfG15t3L5u0He9hquTXyYcn+lrIPT/aE0Z2O4vH6CvI2cxjmXyPuLqW2StrehfMvLRpoPspe8rK6LNJf3s+pjLalv/bQi3tSuOSdiXtBnXs+Wl8801l+W6/sij5bLz785yuN3m8Q+Kvm4VGoL3CB/eK1rXvdor5TlenX8t59y/X7lflu9XJ+swfX0fcr146+K2C+N7dyjPFdnxOMr8vGzhV3qyDR2/znl+7f319J0kvw8/LRyf+QI+Tl7T5GmefL+32nqvJ5eGcevW932ULHPhcr1bprvkuYYrZO3BU6I7/xSPdo0yte7nyrfK7g7jk05t+OhOJ5lXfCSYt/XyO+hVCrmehXbnxHbGpDPZZoWn01zUfqZO5LGlN+rfG9vnbwvW5azm5TbUkskfbTYbr2vvro4Jm8q0nN75O2nhmkHpvNitaSrijLzxyKGdI3/J+XzIC1eeZa8rlklv1ZcodxOSGNw6+Vlojxu6Xp0euTruvj8PkPVkUOcB5cr358crp48UV4GHlS+H3KevJyn/vwl8vK+Qt6ee606xwSeF/+/Tt5m+an8vnaKOfXhD4v8vEu57b5Onfc5+hm3PU6dbeqlkvaqlbX7lcv7A7HdHeXXq9SXvl25j1y/hv1OnXX4hcp9045+f62+SW2jB4vP31wciz/FXxqPnRP7uC/Slu4d7KxhxjOVr5GvUR4zuko+tlGW75cr92XLcyXVT/W0p/Oon/kMZ9XSe0PkfaqfrlFuA6ZxylQu0rj7Zcpz+o7V6NtW2xexpPmfp0e8f4y0/aZLn+1+eTmeFv++Sn4OpPJ+nAbfqy7nsF4sL2cD8r7oAuVr9xa1Nnqa75KuEQsj3nQ9Wh3pSWOjO9fyP9WDv4+01q+XN0Q+1u/9pjH+S4ptp7rkDOW5a/X5FufKrw8z4li9SXleTKqnUrv56ZEXqT9UjjleIG9vp3QcoXxP6GLlcbvy3soq+fV5hgaX0RnycnSfct95qaQfyOcOlvd/y7//1tBt3hu67au43lymfA5U8f0Fcexuko81P125P3mtBp+PI2nzDnmfscu58LC8vivP3RviWNTvXV+lzuv47MjD8+PYrIz3N+nzOnRZ5MFY+hlDjdUtjzReHtsq4z5W+Z5EOaev7NMdqdwWG5CPMz0hvv/f8vMmzXlcLS+L/cyvuFbSw7Xjm/qPKZ8uUYxZKJ9j6V7NhnarvF4p52mcrjy3Zl7E+pDyeOtB8oUzB9R73Llso5T5u6dy/yaV16sizcvl7b2fFPuqj6MPVaZT3ZHGdO+K41aWjePk4yEr5fVg2T9Kc0jq16V0jz+N2S8v9lfOS7pXfm16tbzuXyav58p5U7fI2zVlP/vKeL08L4dqO9djnN2lTfCXEdffF6/dKT8vZ9W+P694LT2fke7HLpfXi+fIr3U7Kc9FXSIvL/VnNW4v9lnOUVkW+bKbfIHWStKBXWI/MN57aZdY18jLflkO9pC3eQbKWOO9NJfxQxrFcyW19t3OxWv1+4jzYt831+K6JI5bPa6d43tvqcX11nj90i5xvFhezj41RFyPj9fKPsu1kr48XDprcaV+cfq7I2Jc1CV96T7ajVFG3hLH4tHq/TzPv8Z/X1Fs75Xx2nMbSN88efn8cy19S6PMdRy/4jOjel4pvvvtbse59pkPRf4+tnitfq9ingbXjT3L3mTF3uU7s4i7/7jV2YZZHWVxqL5I2t4WGtx3WiHv9w11n322/By+Xfma+XX59T7NT3tYXoencaGt5ffZUvt7jfya+MTY/sxa3lXyNueMLq9fKp8/MU/xTIl8rKZSvs+Txj2vlZ/D5dyT+ZKeHt+bJ79OlfeO71Y8D1d85nPqPh/od7HP5ZJeV8uv+crX89nyduAJXbYxQ7kO+5HyWFUl6YBim/XnrNJYxrQu25wV3+k1JnyPOsc0U96lduoRPfZZb/ssiPxK4yULldvMqe9Tfv6hyIM0PrZKfr/vmvh3+RzaB9S9XKRnOBbJxz9Sn6ySn0/pHlX6scI03+IexXyWSNsz4rNpnGbD8y7x/gwVz3AMcd7P6BLjbUXa18rv250hb/el5wDTuZDacw+pc/57WcZuVH4O6ffyeqQ+T+E6dc7HOEmdz7b8QF7W0/7LZ28ulo+rLlDn/Nplyn37Xn8p/QfJy3w6jvMi71O7+XrlemeGctsxxZj6AS+Sny9Hy/sPqQ29Lj77FeU5MLO7xHOHOudPV3F874xtLpO30bvNp+p2LKdFHvd65vULiud9a9tM8/N+JH+m7XblMpHuT14vXzB0trx9X9ZT6Z78SV1iSuX7PkkXRXzp2b6lxeeWxTFNz2u9XHmMs4pt1O93d/wV5bwcC09/ad5Bqq8elN8T+rryvODUb03jZgOSzurjvPquvP6eLj/n033h9AzwTfK66c2xnx/IrztbFefEQHz3bcXxLeeCLY/jeE2kZ5V8XG2lcr/zevm9o/S9VfJr14Pycfyh+uFXRprTvJKd4v33yX8c8vZI1ypJ84ty9v7i+DykmEsqL/vzI6Y05jAg6cPF9T6NE9Xvf71X+dyfG8dunnI/9ZvK4ymbRHrnR/zpHuHWxXUlPdOwVrn+v1r+Iy71cf/bIs9maIg6VT3Ov/r3NHgu1Nrad+Zp8LNHpyjXb2VftexD3xLHJLW9UjxflI/ZrVRxTe63zSg/v5fEdp4jv5+wXtGPUO352OI7R9XaIQ/Kn2HfVj5vdZX8mvKv8mflfyg/734sP0fuUZ7zktoEaSwz1avLIp5Pdcn7T6v2jKy8bFwjH1NL/aTbIrblkX9nysvhlvG3szqfTZ2lzmc6e/X/p3WJ6cfx/V7pm638vET9/uZsDb5mrO0Szyx1ttunK8+hTc9m/Sz2m9q1y5Xn7H1MuU4s/05TPOc7TN03U4PvZ/5EeV5GOU9m++KY1vc3r8tra+V1073qnH++Ic3xuf3k94PS81z7xGeWyOuuf1buY66I954uLxcnyNvvqd8/3DGd1UeebD7Uca+fM12Oc7djP7uP/U7X4Ptw8yOWm4rjlOY3rIg86+jbya8TF2uYvl2PY/+X8nmES9TZd9wx/n1Elzy9QfmZ+q8o3/9dJ28nPq7IzwF5Oe5WT5TPI+6mzmf90l9qh35H3gd4g7xcfj+2v1V8LsW5YV2XojzsLK8HrlZuZ5wdr58jv+btJK+HUzvrTxHn87rENKtWdtI8zzSXfrG8fF6hzmcj18ex/JS6txEr1eajy9up1ylf99P5My/SkdJqkUcravtbHMfi+crzXdO5ukL5/DlQ3eOp5GtdzJW3vSrl+8cr5GPn/6b8fFb9u/PlZfmu2OdKSfvWzoMlkcZvxP+vUZ4fv0DeTpgvnwc+r7b9NC69WN5/mas8/6Fj7YnaPuv3rG/Q4PvpD8rbiek5gTRH8ILIx5Xx/08d4rr6sLytlOZMpr7IMvm9gIOU204LIq/SnImL5efy8fLyvb54PZ0r9X5wJZ9v9GDx3v3yOvO8Lp9NbdJD5e2YNIdyQN5+3VedZa7+/YO6vNbt7z/k1+FUftLckLu6fLZnna08ZyfdB0nXwuvlddamyvdvUv4skvS+og6s7y/Ncz4/8r/sK69Q5727f1buf6yX9wlfWLtO9FoDoV7m1io/L5LGTN6l3B48VXk+Zvkc4OvitVM19DywaV22eYD8PKs/V71E0k/je7d3yaP9exzXK+TPo5TPAy1TPLdUXPMPUOezDuVcqQtUnDfx2hPis9PVpS9efG64ufg978MO04ZeF/m2WeTVA/I+QZpjtVD+jO1nJP1X7P+g+Owbatt+WF7utpW3HSv5NePj8rb1l+TlOfUvN5eXw1nyens7eR/0Dkmb99GuOF1+rr9A0rMUP4BYKxNpTvTD8jrmbHm7s8zP5bHP4ebEpDkZ8+TP0T9LXtYXyOcBvFBevtOzgLvLr1eHKs8hWSC/V72p/Jr+oPycXhIx3iOvizcZLv0RZzpOaYygXJtiR/k1K81pTPVkOr8OU75GpvGsNw6zvxma4uWcP/742zj+Gg+AP/7442+i/tQ5aNgxmUw+UF1JuiP+nRq1pylPKE03Bd8hX6AxdbAOUF6gMQ1YTIvtVPKO1j7yhvlh0Uh8RhHHffIO3Q7yhwL+pNpAW4/0bCofsF4ub/hvKV/UIMU7R96xSwtKvkC+MOZOEcuhEct2xTbPlg/e7CJvZP9GPtAws/hMFQ3Gd8lv+N4kb/SeI7/BdYq8Q7tM+Qb+G5UX4jhWebGO62KbL4/tDkRD8xB5h6iK7XxYPnkuDSScL7+ZsFo+Gf5e+YKDh0q6pccx75Vfj5J31F4Sx/0d8htZ/1ZsZ6aGWCBYPgFgoXJn5U3yQYID4v1N4nhcLL9p/Ar5QNdadV8guNvgZCXp/fH+c+Pft8S+Pqd8YymVvXTT68eSXh95tl6dnYBz43v7yjuf10b+XqbOmz93RsyvUZ6Q+215x+fGOEbfkHcsd1DnTZcF8o7LVfJOWhpAWhf5mMpDeePmySm9cZyePMR5sJl8wOJW+cSXN8fx/UDEtEz5fL5BeWHYn8k74X8Z29kq4jo88vz58k7v/DhmfyvvCK+XtHt85zB5B+oE5RtImyovHPK8eC1NHvpK5Nce8nKyt7w8vqFW76SFB7aLtA3IO8PvUV6A4Or4zrw4jsvkHb4XyQcXH1BeqDVNNLlefm6nBWzOlpezk+Xn7QPygZYNAwPyMrBGPmDznNj2gPJklOPki0QeEunZXnnBggPkdc1HI+ZdYpu7KNepb5PfIEkTCrYqzodKvRcI/q78mC+TD5TsLS9PNypPCtpSeWDqnfLy+n75g+WPlQ+aVPJ6ckvlAaZvSrqkKGOvjDQ/TZ2Tueo3GHeOmCpJfxef2Svy+gH5QP0h8g71gLwDf7P8JmAajD9P+cGQX8tv+qZBtVOLmH4b+X9wrb67tPh3Ffn0svj+oXEM9494yrpghvLg57vkdUYlrxcvU14Qroo0DEj6v6IMrpcP2m0jH5h6nPLkqt/I65j5xT6myQf6boxtf0hed6TBkgvl16r/jH39Vj4Ramf5hLK0SMIfIq4vxjHcrMsxuUK5/tlV+VrTz/XxBHm9sZ38uvcVeb28Tl4e0g2G9MDo1+T1aLoRd0nk5WfjO38s8jw9XPwzed2aFoBarc6bvLvFd8tzo1wg+DD5NSvdGN9Xfs18uvINpFPl50lanGpp5PchygtmvEden90qH8h/mWIRxyKWcoHg7eT1zSnx2vTivEiLOJYxlzeqU8zL5YORb5dPUNo7tjlP+YGb18cxXq3Oc2B2pCNde7aX15ur5JOMPitvG6SFgLbuEcu34/3D49jvojxRJQ2enh6f2V19Dp4qX5uOkF9ft4vjdpd8ceBl8gHcbSOvL5e3Kx8dx2qd8rX1g/Ky8pYifX8Rn5mlweWjW17fL29vLlFe2PCJyoPDx8rrow3pk59TlfxcTWlI9fxO8vLyK/k58Tb5Ob5e0a6MY7RePthYHqP1yj/I8dfKCzg9P/Y5S17W1srbLrPkZeqOeO0kebtnO3ndNU/5QfHD5Ys6LZS3UX81TJlJE9cuUW6f3a7O8nu1/Px+m7z9lcrUDcpl5qbYdpr0doW8fP868ig9nDPomNfiSzfmj5G3nT8cad4yPnNa5PM6ed3w69jPWUVdvkZ+zN8X8aU+zhZxXNNCnn+U1/e/iG1+RcO3bdPDoV9WvqG9VLmdvibSOE1+zd0vYjlC3rZdHvn3ZvniFusjH1KepElOaZ9zlK8j2yn3F9bGd55cqyfTvk6WX0f2ll9jUxv5bHnbJD1U/qvIk3QTI5Xp38rPl7cqzrkh6uR03U558oPY1gflE83ukQ/kbxlpukleJ1fy9tFJyudct3qjPOfS5Ij/jDyaH2mbVytDZ8nPtT2V66/UP9hFuR2X0nBupOHJ8nohLZh+oPyXnl8hvylXxf/fFHlZyW/GnKE8mfTqOKYpxruUy8W2Rdpvky+K+2PlGxXp3DxKfl6n+m6O/Gbsv0bc74t0zIr8v19+bsyK43q8vLzuolzuTpTXfbdGHu0lLyfppk36kYk/RP6la2haMCRN+qjkN+vWxr7mFeViQH4+7C2/Nt4Ur71QXhenB4xuk7fnvyAvp3+OmM6Wl7m58jKRysWQfXjl/tqF8nbeocp95o/J66SbYt9Hxr6PVn6o4JPq/AGFS+M4XBhpXyevJ94Ysf2uODYptvfF59JYx6nqXCD4KuV66a6I6eeRntS3OVP5RuUPI75va/C5kOJMZepj8dqd8dndlBeUT2XqTHk5WRMx7yYvT+m4VfIxiLMj3WlCT7qGfiE+90N5f+Pd8jr9Xo3gBqs6z/EZsY1j5W3S9yn/mEiqE9PCKm+Tt1mvjbR/Q36zLp3vq+XlYFG8163tWG8brJFfBza0fYr4HpSfH/8c+TzS69hqeRvzdfLzZb3ywtt/rfzjXM+Pf/88PpOuH9+P7Ryo3m2zicz3NGk39RPWRJpSeUqTY9ZEDGns5zsp3+XXkYfk58uSyM+z5fXAcfL27bvl59In5ef3fHmZOq9I1yoN0d6N9D1WuR+wh/x685NIxw3yCc+r4u/TypNSzpCf16m/fEHEdI3yQtuba/g2d+rvfj3S/9VI8zLleuATyhNuDpH3UQckfTXe3y5iWC5vB/+T8gTPZ9fGA66Ul/Ed4jg9oFzXp4duTlJehPIa5QUD1yr/UMoS5THf7eR1Sao7dpD3Iw9QPp9+L+8bph8h27SIaZ18Esfr5G3AhfK+5+byOj/17d+j/INV+8uP+zJ5n2uZvOxfo7zwRlrwY128tkZe1tLDOrfGsbpc3qZYL69j04OoaWG9f5DX+6mveVYc6+/K+7hHq8/zKtJ/uPy8Whvxlm286crXnNT3OVp5gbU0bnaR8hjQuZFn6Zw4SV7mfinv2w7E+0eqd18ntXt3kfcL5suvv6ndtUhel/9A+YH4l9TSdqa8vbBYfr6uihjT9We2cntyN/m44/XyOvJY5cWplkc+3R5p6zhn6+1J+X2B2+Vtz5Q/hytPUHu/vB/4NXmZTPXghfJr6OvldUxa4Oyb8uvh7hHvInk9s1ze51krPx8ul1/v7ozvzFb+gbIq8nLPSNdA5N9zlH/w4NDiGnOv8r2EHypP1jxS+RozT37+p7KWYrswjsnX1Xm/pFu7+GT5ebFTpCc9uJeuSbfIr5UvjX+vkLeFU92V2nIfUL5Hkx4+3CryNvWX07lwrfzc+qDyhKtVxTVpUWxj0LnTIw31tv1q5etPWrwrjb+mBxuXFGn4TOTTS5TbzUvVed2v1DmOe1G89kX1vq6ujuPyWvm5d5+8f5zqqa7Xf+VFR9J14pA4NqncHxbfP1U+cSotGn2cBi8QfFhsZ7m8XT6i6/8w+Z36MikdB0deX6N8T2+9vMx8I75zs/z4r5aP2aUHa7+mXGbS+OUZymP6D0SaPyPvEyyR9ImI8fGRX3Mjj/5J+Rx4yVB5XYy/puvDm+T1Qxpn/bP8OnSA8uLBuyk/hH177O8qeftghfK406pI3+/jvbvi+y8v8nqR+ht7Oi2O4UXy+mIXeZ2cfmAyLWQ3O9L9Qnk5Xizpb2pj2ndHfH9QvobdGMc4TcBbEPn1VeVJd1+Rj0WkcemblO9FfCfSm354cWaRh6+V93cXq3PBiEtiu+la8+34zt6RnvQg3q9jG5fFfj8a/14hLwvdzqGZygvw/EheL6+Tt3dWy8+dNFbxeeU2QXpo7uL4S+ViiXL/aHl87nex3bSfOcoP7A5I+lOR1k/I26t7y8+NLyrfz10W20rl9K5IV1rsMY3Dflt+zhwQ+ZDSnto3C+Rl69+Ux3fWyM/HtZGPacJ6uo8zS533jdKPAKU408Pwn49jdEjk2xvi/TvkbbTh2jllPfIc5b50Wuzvt/Lz8L7Y/9FxnL+q3KZeqDxZOi2w9BZ1L3+nK//Y5EvjuJwnr1NeonwPc0nsZ5vI11nyeuqFEe9qeXtvO+VFXlZEfOl6UV5/0jFMCz09EPvdJfIlPUDxDeUfYTw79vMW+fl8iIYei9te+d5pevB9v8iri+XlIdXrL1J+oCPVC93iLc+h1KY/VfnHbx6Wt2NSf2VA+QGx7ZX7TKkPcpK8X5fu7R4ZaTlceXLyd+Xjm6dEOn6sweVoqGt9v3l9pLyNfplym3gL5WtLeljmHyKmdZLOH6ZN/GHl/sotRV6nh6fv7TOvL5OX9wOUx4MG5G2j7eX9wTTGuaW8D72b8o84nCq/Nlyq/GNOKd5ZEcdn5f3s1Lcux1rSGNADcTyP7zOvl8jvK7xC3rdMC5F/Q7l9cri8XB+uPH6XynUlr+dmy8v1dyOO73bL6y7tlXq5/qX8POinXM+W1w3LI+4LlMt1Go9M9d+PItb0Y65p3tJd8nGi45QXvnzFEPH2al89NeL5mQa3tY5S/tHPf1H+AaLfFGmaF/l+kvK5+o34zknKbcY74hivUOfC6p+Tl6HL4t+/iDSnfnTa5onyej49iH6T/P7Dfsr31w+NY7aPerRp5NflNZHPM+Vtp1fK5xLcGNu8TXly/f6RZ2k855fyOuP1ynPKdi3O1ZkR77nyBbJ2jHw9Svk86nfuyIXysr1WXvftIW8b/EG5nKUHJr4gH6e/PfIizcX5bWz3nEjny2P7a+TlLM0d+kR87phh2oHpvPiDvNykMrNGXg4Okff77lZuh354L2cDAAAgAElEQVRSPlaV/n2h/Py5WLkdu1Zeh0yXzyVI4wbpuKU655bIh19FDMvlbYGudWSP82AH5Xt8O6h3XZPO3Qfl7dL0AM11yn2K1Ce/M/LgRfLy+4C8bK2L790vrx9mRwyny68PKeYj5eM/B0R+podFT42821P5PsdnNPS4bVoI4rfya/q+Edv0Wlmr5Nej7eRtm6VxbHaTX1fXyftK28gXETxf3o94Vmw/XS8r5Tkyz1e+b7Fz2QYrYiwfSNom9vsreTl8cRyXdA9lZeR9JS8XlyuPOe+s4cczd1Weq5SusedEvqeytZPyw+4r5NezG+Xn3t7xnfQQ5tHya+Kv1f98hoHI11R+Do7XtpLfD1gjry/T/JhzlctFapefJb8e7BPpuUija1stKPI+1acnR7ypLNfnr1RFvNPi38vk1/Ntle/vfkid96rnxGdul8+vOUb5B6QWyO8b/kl5nttmyvepviI/z6+XX2PeFu8dH/mSFi+r1LlAcGr/fCzyYYZyn/Mdkc403+VF8b1fRPq+G++nBy0rebnfRX79WabOuuR98Zkfy69vqW96lbxuPTGO6/XqHHNcJ7/G1scc36X8AHwqR5+Tn1dvUn5wLd1bSWOpO8nvG8yNGNOY49fl5ein8nLzVvm4YFrU9aaI8XB5OThJ+cfChmrzflp+TZwXaT1dee5dujeRzoFK+X7di2K/98iv6wPyNstZke7hxoG7tXn7uc9YPxfSPamy3kyL2ZT3rlNb+FXK1/E0f+qb8vNxtrysvGuouIvr0Io43qPtZ9yqocfqjop9/EH/n733Drerqva/PzOhB6SDUgOhhSKBIL2KiIqiCDZApIigXu/9qVzvVSwR1AsqClYQ0EgVRQQBASmGUEKNEIFQkhAggYQSSO9nvn98xzhzrLXX3mcnoFfvm/k8+zln7732WmOOOeboY0zt490N7hGUvJSZiH8tQL4Ff9YFFLv0QGTHT0C0OdJgnIL24S+RLjSZ7vIr6g2C3X6cF/B0PaLhuMe+SskxewbpZ4soeRpvRTEm12cnUpqwea7kAsreafI7Rx3FmytfifjPInvubCTXz0R07A01ZlDyMs+yz7y4fDidadr56Ek2D2+Q9VEKbbyG+OQgW7cZtsbbIH/bLxF/XYz8Wdsj3ug8+xZ7lsvQF5HMfz8l73OE/WYXykEcvm7jEE9zO/s3dp8rw7r1pTt7LcDBiC+t1UYvuAf4b/vf9YK5aM9+E8m6kcgGHU6xg44GPktpWPBOxNPHIzlzNfLBvGb4+zPVWo2nAwyeo7KNwXAYJf9kJg0NJFAe3yx0qO/qButzNtextDYIPhzp80/auv/W8LwCpUHwayxFXUlNv3O5uDyywTPis27HT7b36we4Djd81+HaheIHj3B5I77PtoHlZuCvHeDynJGTw29uRLbA+l3M1eHaoYb3T9jnd9Xw7vMbhfjZOEp89Tja1/Ocaeufwv2Srftx/wvzW5fQINhg+TrifdfV18+uWep6Jfv9fyMetWOHay4Crq99tj/FP+ywD6d1TzTS3j8K9obfrE6J5f8rwT3EnjnjHwU3rb6js9B++QDtbRGPYa5Dq+30FNJHO8XZRyDZ9LT95sOUZp+en+Y+yi0MjqeQbLoN6dTX2T2uDvP2nBDXo1cA1rY5zET0fJjd6/eUJqEnURo5eeOwMw2HHkN4Cckq1zcnoL07mRILcxxNp1oPNxHx6/9ActUPCLkF6WpHUPI3/cCEg+3ZnmPreP4J4nuOr28gG2IgxXbbF9m+2WDbkeY6q2uRnboc7WunXPf5tc3xHOQrG4riBi7LXcbcarDt3uaZN9j1zg8PQ7rBCMqhNAvQ/vl3SgOgF+03M5Fu6Y2YdqH4J12/eZqSw/4hCl04L/PmLa5Xv5vi51uM/FKbUHJ3v4Byz4dSmuZ7DdKLSH+r1LvYNcfSXYPgldH+8zyx11As5hWD53Qke7y20+v2zkG8YqHhfS/KoaVzEJ3sg/arz3Nz5KvqzbUwGDKiJ6+Zdb/utyl5Uq8ZHK9Smo7dhWI4rsNNsM8vs+d8nRLbz0jXdP7RW/9FodW/If72A0ruxO6IT5xO4TvHUpq13W+/2dPu8SilGdAlds3dNt/Tkc47He39tRBdfZPSINHtgpcp/oQtEY9zvB2D+KvnYe9lcxlAtYbrzUD/oFc01bxeQzn49G60z16z/w+353oDnAkGrx/i81lKzrLj0GOgV1Lqw+5GNYaz7DPPJbgda3KI/ChT0d7yps4v2Oeboz0xEcmAD9r6eR7dKLTPtkH723Web9q9d6D4Lh9DOXgeDx9JqbdbaM8/19bO8wNHILlydliToX3sqz8iO+tvtNYALzJ8Rt65C+IbXwp7IqN979c8QcmpugfJkkep1gs+iujl7ZQ88BFoL/g142iTS1qTl1fYWl9EZ5vU430bITvc6xr3pdikXgc4k6rP4gajA5f3l9va1ONfV6G95vmZd9hnbqsvBA4P8C9GNuvmiAZfBkYG+J23j0d5xqcj38QLhtfhSGacZHTwLPLVdWoQvDIN+4/mBsEeq34ryo/ww4lc96rXHl1neLmXontNo9QWb0c5lOjTSPfyHMwplLqajdrA3lZnRPQzqvbZs5QDQifSXYPgy8P7VQ22H4XPBlLk7cHIL/E7m9dwSm3vFyk09zNKbe/3jT4up1rbOxyrkTW8LKbar8H9F8cYbSwGnrDvB1D8ATsg3+6TVJvTtrP/m+rCPfe0ZX4Bb14v8Tn7foytz1poj3newP4of7sOz3BKnMJxdhOiFa+H9jySB+1+D6K9eTaiv3lo73kuxOaI/j7chU4xjGo88zc259PQXrsB0frTlCbjX6Y0Ov2hwbmBrel0W5/PGo69Hi0DWzTM2fVCr8Pxegc/BHa1sKZXGr6fRHr5CKSPLcmart4FTn7Wad3re8bW+pdIdr7Z3rd81sczfe1PtXV9gXLw6HCbs6/TKbY2u9o6jKT4cVal5NN0tO0a1t594JfY799H4V+e17ofJb/J8fpZ+/90qrWIV1MOj5xs81mM+GMTnxhIofnfI/7p+q7baiujfb4AOCbMpT+SD57r7HrP2yg0tad9tjeiKc89O4VCU3tR4omXUHJju6IppA/1UPzLN1KabHue9m1of51iMPuhAc9TctgvRLx1GNV450SkQ9TzXEbafX2u7se9A/Gf+5H//UNIZi5AvOSzdk/ftwfYXD3G94kwV1/3XyCe4LGSxxBvuA3RkufKzrK/8xG/frOt6V3Ih/FOiu7uPTs2p/jNhyH97zL7zHMmpyO6mI/oOxu845E8eSul4ePLds0BhN4TDfsvxqw3o9pE02toX6LQ9lYUGf4LW7vvIh1kkzqPCHL1OmQXPWdzvATR/ucptclXopjE7Yh2Jtqa/ZFqjZH3HnmVYpO+n5If2kNpKHs/2sPzkaw6B8mtJyl1t9MosaIJaN+fhXw8VyA6cj/HJJSTP5pS6zIU7c1j7ZpnEf2cbN97jPnNiC483/FVtG8+jGx219s78mzE6140fE23v+MovGgwsqV+aPN9D7I1Pa/xQIo/aBpF392WYvuPsjW4kZKz/xm799soduV7Df6paP+uEmigXf7CDRSa+5jhx+OMngc2EdHczyiNPq+jGne8xJ45nA55shSdze+5GdJRfB8/ZGvlviv3vSygHJB5GPIlbYJqDjPaB++399ejfeL1QJ5LNZlSV5gRLXmtQyWfhBInXzHAfpKt9fJUbfE3U+ru+6p7aFtr0IUOfbPh1P318UDA1W1tvP/TsZQ+OL8BLmh3b+QbfIlwmIPNcQFwhL0/Hu3/GJvobzjsRscbA3yjzXeDKHZzxMlnEN07PrenHHLTV7+GY+2ep4brGutcHT8UO/VxlG8R6fs7lIMhnL4vsmfs08X8D0Y0egKlnnkC0s+c391Dsds/hOTOpyg2q3/3WYO1bc+rQAP/1HS+7LXstez1f+P1vw7Astey17LXstff60XVaTgIGfavUAKb7kh4CyUx9SRKcsrh9teT5F8hBN/ts5vsmoH2PmOnRNj75UwRPdren2QKXDwt+0i6TP6w62dhTWbtfS+8Xfz2HuCr9v/W9rvdw/cbI6NyWPisd05IeXfnip+8NZzSvHAGCgZehBxSN9t3z1JOKVvPlNWMDIafoOaD7pzqsTl6ECejRNdhSKEeSAmqHUc1ibR3zdvhqw1ezqBaYDeMzg2CnwU+XrvH/6MkX73T8LhJ+N6Tyo6NsNLeOZkpCvqf7H6rhWvOt2v2s/dzscCGvU/IQMrhsym1a0YgA2qWXb+V3fNa+35niqNoWPjNmHCPetBlIjLAelDwy50/v6ztiZG0Njc9ogsaXosS3PtG7btjqTYIjvt5e/u7t117GnBr7fdr2jW7hnV/DTPIKQ7w+ikt/ox1wmcDbE32qV17NqWxXy+c4fu/EfiOffYIsDDg152m0XH4e0pCwURksMYG6RklBj1la+3P3pXgGEABiPNre2oupXh+v4Y1mUgIANpnT1F4za1of0e+9wu735fCc3pxSGuD4D8i+v1a7TkfoNCv0+tvkcPsehREcDxdbd/3r91jZ0Svm9r7nwO3hbl5g+AKrdtnXmj8Tns/KszFk1mct8231zBKYoXv4ylUmw49DrwanuMNWONJ4Z8EptX20CcQj765NscLqPKCY8OabkpxVA1Ee3MaJYjjjWdmBZzMIQSGkXPXHbHOv+NJpN7Yby7w9drvFgG/sfdfoCQRewBwEnBGoPXoJG9ak80p/MfxObcL3nIPCko80rD2jyDHSkZ0dQWFPw+hyL/odPPkr/UojrOxtWdeY7iMDeovAP5c24MuYzdFtH0yrQnG30F01Ov8oyRazUQO52Pt/V4UOb2p4fAdlGSS9ez37uz1NfU1Xgh8yq5Zzz57vAZz5D/zKMnP+9VwcLzh7sLwWX9MfgVYRhBkT5AnU5Gzrj9y6PdQlS1NsGSaE1fdeRr3Q1fOU4ps2s/ef9lwtqPjunb95yg6z2QUqPdDFNZFzsef2vw+jRKmMgo21umjPr+TDd8HICfoJ7FEGYoM+AWi9975hTmc1jC/pjk47UcdcQFV3rCcfXZr+GwmVV1kOIXWdgpz8ILu/XLrGvXCE+bg/LgTzZxm1/xn+MyTMre093OwvRpwOoVwcq/d2wNIkwynX7X/+yNef1sbfEX4ZmP8r4Gmt7Trr/M1RwGEBVjzccrpi7GoYH/7bB3D1xR7P7SGr9/Rt247AZhekzM/tv9d5m7atA+QrOtNQrM1e4BqIrMXBEWcPI/p0+GZ9YM8LkD0688aTtkHnkR8T7j+VIps+Q/E88ZS9pzj5KOO/w48eSowub7nwvcTKbLD6dWLefanec9V+GLA11SqOpnT0LN98MXFtd9NA54M75+mJHqtijWbrd1noD3rNJvD/vb+4DCf6+3vzuF3D1PVTeZTmmz7Os8BesI1w5CcddqfgfSZJnn4FApYrlnHfY0Gz6DwuxdQIvLFFBnw4xpOz0ZB7hEoEHZ3gHuQwfYYpUGwN/L8euTFlCYa8xDdZap6/nvts+epJXbTQdZQteHvtt9HfciDcD7/l+x+Xw3XTMH2X1hfT4JeL8A2MfzGYWu7Lwy20ZQ9eAfS7U4OeyImCh6P+FiEzWnqGw1zz1RlyEhK82WnqUcQ3ScK73xPG7h9XQ8O6+YJPS5/LqWVh1+D9J+uA6xUeeJIgh2D9vjNFDvG4W6UY0inewr5UXyvHIv22K/oWzcYRaufxOGb1DCvbuXYrNq8lkM8ex6Fxh+lyhf+SNFrW/ho7ZlLHNheErzX5vUA4mvTqfo7PEmll56Q7+dVSiFpD0oAdv/gu+rzoqq7+Lx6cWrzWogdYlbDaZ2W3a4dGNb8SbQXNrbvzgp76PwAw0jEhy+pzX8akk0j6Kxzj0JJ9ZEP/Jlqg+DnbS5x/iPCM11nO7X2jMWUk+73t2sOrq1rRkUd81Ay14UEHSPMxxP87kJ8fYTB6DB8AfkXG/kbJXl0eJjXu+2eMdHZ+cdGtq7jqdoEvp9updhfI7AkjwDvywZPj62jJ3lcZvOabrAOR3zL4XyFkmA5GyXfxH3/GnZIlj3vaFubcfSxr5Ct/iAl2SCjRNxhlITDb6MkBMf/RJS46Pvc+cWTFFtyIkrEdbq6y+EM8zra8HYJDbZOjT6TweH3z8C3wry8+GOT2u9+STmF/hfYwXfhe2/A9+UGPuiy7g4Kn97fvtuavvXJccDU2rx+ZzSwfJd80BOn/aC6gfb+VAqt9bN1fZHSPMab5I1Ae8PhXsfWZC7Bb2Gwjwcm2XtvoLJ7gP3LtMYSJiK/ietjGSXHRL07xkta9GKKjuhNsk9tWIvL6jIzXOP7wnn3crZufwu4nUErjc2i+EiPpfjC3LaaVVuLbnX7kbXfug0c5epMqrpYRQYYLuf4HMI8n63NYSzG7xroqYlP+Rw62f3rUYrmxkT8BDivofAH38+nUpq2XGd/b6A0XjqmDZwd5X8f+L4L86OH9y47Hd9TgNn2/8FGG5tQ5J0nhd9OkXeZ1gbBvfIOFV9mSuzB/T77Nczj9k64Dvuoh2oiufPX74XPXkD6iu/92CDAG+V6kvnosH6bUprNRzrrb+sYDz0bTrPvaRjB7rfvf2/r27h+BButRsc/tL+/ohSSePzxr5RG8+vYfL0o1PE1LvzOfZWefOtzG2ZzHhme7Y3FtrS5LcJsfvt+MsXui3vI6eKLWJIufe8hf/4j9qz5lCL8qSjB0pvlXkApRvgh1ryMoustptCey6bFiI6/Zp+5L9ELCjPGz+tzC5+NQPJhHipmfwLpAqdSLfio+JAozRofC/dxuexrNI3SvNCb6WxOkWnulxsNzAz3nk0p6HL6e5JWvW55lsB+oGo3+P+/ovAxLwL9K9UY9LMUe/+cQH/zMNlGM/2NQbpVi+1G4Snz6ds26t0/lDhyJ/njNsgwg9Hj1OvZPOZS+MJwpNutQOGH56O4YidfnK+LNy/dK8AQeU0KuD6gvi503kO+LiMMl6dSfByuw0yjFE1fYM+8JcztFaTjRz62v93/qPDMTyM6/WSNjpxW3yhcX0fV1nI6eIDCY/ohffapOg9ugMHnMr6G64x4SLe4ruhXVIswl7NrfhZ+5/qir5HP7dTw+ck0+54vR3Tv9nm2NVoSXC9GNrjj2vH+eOR1NVyPQLbGBZTG66cG2Puh/dbr3+qwJ+t0/RpWANwFrp1vO64d9i0pNvLVNVxPo/A/Lww5NdDGpxGP/FY7eBv4452UZhjXosK6erzLcb0JReeI8EbbdkWqPq0Rtq6+Bi9TchquQzrjUyi+MpzSHORoCv34/WOs+DnKAVcp4GwRRWds8i/X4wgxVtSb21Fb47ORztDfnjebVls701pUuZDQ/Mnu7/7pXcLnfeWOuN82rsmxFFvFYwm/bKCze2uy+YhwjcfvYnPTC5Dsc7xGnDXFQ3x9I8/ZN3zvuTdjA9yZUlC4HpIVGdnhvTij6je4LqzhYiz/hrJvz0Z+ua79jAHm6bTqCU1714vzm3y3vm6fpvAatw+uRXR+GvJDRJxuRJW2hyFd0WG7k8An7RqPc0S+3uS3HUMo+qHVvnSYYzzuFvvsg1Tle70ZwiMN+MyIfqLddgsNtql9F2Gr85xPUXxFznN691mYb6Y0CO7kz9zfrr2BImPdp+e6wmWIf/TmM1DV5Y+37yO+liSfobcBVZ0/2TOnY03VqO01WgvGjkd8+wKWXrf6bhO8gS5eoerbysBDtWvG1ODNFHvYcX44VX46DMvtodiIUZ74fC6t00qb+bhdcVCN9nv5HSVP56oa/mdTfIhjKHzP5+OHqQ+MfLc2H5/nejafn9p71032I+Ti2H1eBUa3WZeNkJx8LODXi+CXoxxYs2kbOdfbhJXOeuO7EE36PHxuS6rzPkIr/5kHPF+jnTMo+9HzNu+h7AHH401dwO7XjqfKGzvFGSu0Y7B7nofD/TiwuHbNQhRniHvhBeC18H64XXNBJ7hrezfGd18Xzmn11TncG1Dl+SMQn4k23Wgsj85gX0xoqFmjzacQvxsRnrUk+RVNtNmnfKFKm6/YOv2mCb92j4lGGzEH5mKbw5yGZ0X8+rN8zvehmH/vnGt8vX4Ik9ugbjsNp7MOlSmxO59zr9yk2e98FtVcm2GIp4xC+RNRJmfKARTuhz4z/NYPnPpm+KzujxmHdOP+YQ53UmRnN7qzNyhoPDAgPOsMCg/4JJLZI5C/7RR79lcDbjNt6jMMLq89WI1Sq+FNJ7ag1Go8He4xA/hEA2w3EPykDd8/TNHlT6HkkzxCrUFwWLfFVGsj5oT/Z7CUdSUUGe3388NYXsFiCHadHxDlzcguQPqf09AA++3elPzJ12pwXW6fv7cNLOdg+64DXBMIDXJQA4bH2sFVu3/M64x498Nzb+oEV5jftylNM25B/tBNA97PByY03GcCFj/8R87PvvNnzKIUqc8F9qyvn71/XfVKdj/PDXsO+SJOpmoT/5lgj9pnm9hvXgifDae2Jxqe9Q+FveE37zUYnv9XgBvlj7kufk+NVv6ucNNqx0W4Z6PcxF64qdpxTseRHy5GdnOn/LQRSKeJMnYhVmeBdIFrw2+Pt/tNx2qvqOYPtDQoC7890XAbbcD97XeT0N6chGRYXS65zpsp9sT+4bN32JwnUNWHvGlmjBNebv8PozRxjfkqTxBkLaGuIeDsSQqPn4X8ch7735eq3jDQ3o9ATWg61lnRXDsV/e+9tR/he3+Gx1l+jPyxT6KGXp2e2bI3wxxj7OSrdv1i+/xaRONObydSDo3MNg+fy++RzuP3zyjPweH2l+enOD1tY892/X5W7XU3pd7lSgod99a72Ptj6aJBcKCL6EdagJprPoIaE65KOczLfT6b0kprIwxGr1MbZDDV7aGJwHPhfabEaXzdF6CcumzrOR0dXvMy1RzkLdB+7EG5Dc8RarsoOUgZ2XvDaK1NyIgHeENJx8MMSm3a/uEex4b12zrc50+UwzNGUQ6V3ojSDOgD9tkpARenIB7zbA1H44Ec8JKBBeGa99ln7wuf9cr+Ltb9DMQ/nP+/aJ/FuNlFlINOeigHkWbgd3bNOESP0accfQ93UWrc7m+SL4jvL6Iabzs8XNsuLrEQxW6G1/A5MeD4Ikrsfx6Sc677ZKT3LUR77jW77x8p/hyPWf8c2cK99+6A23cHvJ5HkXHuu3I7w/MWvMHYeYEmFxksA+29H8g3muLn/yBqotWDYvxRFnhNxU6IZnso+QlbhnVql+84HOW0xHXyvISHke04k2J/7Elpst/Lz6n6PX2uzs/8oGf32x7rc6DQ2Vyqcd0rEU9ZIcD/OKW5ZlMs5y92r61sXbwJeIzprmqwTUX26AYobrQHxVfXkafSsP+o8WKa82JuoJqX1Ft7ZO+T4WmEvV/XnuMNr1z3+jHFpnRb/WedYLZr2+qMhvfzatePBV6Oe672/QhaGxl+uXbNbODE8N79cd+trYkfHNtbZ0ThEZvW8LqIQMv2eW+NrOGkLnv+B9Hsv1N878/Z9y7jY929P9t1v0b7v0Fu+N6p09xrFP5Vr5f4ia95gGc+cEcHeIZT9qvj7IdU/VvDKY3CFqImy+dTfDRXoTw431NHGx5W6oKWhoV7dprzJRR71xsDZqrxzmGEhs3hc2+2eGjDnH1NhyEdJvYbuCmuKaU5v+PwXsN5V2vaFy5qPLPturfZM5W1b/dZh+fG/VL3AwynNPJcv/a7q1B8y/0cR1NyZzradnHt++AvfqCix2Hdx5yRXHDZ2QP8v9qcvEnpURSZ3MgnajA8hnw2wwh7wb7zQ0sH1T6/hJLbfCllLztN1XVUrwd4S6AT/zsLxbKPpSZH2tFUoJ1M0SFWpdgLfphG5IPRTj4P8Vn3v/8A8RiXm94QfSOK3Pf9M5ySf+QHmkygmSe6PHWdawbSBZrqN94f8DjQ/v+FXfthe38wRVc63v7+Bcn9T1KVpyOo7pvRmI/M3n/V4G9soknJOf0E1kTTnvdTqjHrkZTDNz1m3dt7omH/dWqi6XTy7drnLwIv2v8T6U6uuv/gr5idbnO4k9LnyBtKR3yORXrVIoq8e5liA86hyM1LKDXqfnDg7+x5T1C116+m8PUv2u875RXdRfB/2Bx/SrUOwPOvtgu/9z5E3p/Ja0UzoebVvnuQLng2JZfA82j3oyFnp+F3ZyB56TQ33ObWRHM3hHt702yPPd+F9lbEk/OzTwb8tMtfeI6SJ1HXgz0P7Iu19TrUcO3+rZWNXqa0Wa+YMzAwrnPgT4uMhlYPny22z3w+LxLiKHbdOQR/gH3mfpuZtOZSzUeypWnNY1xsRUTbHw3f30to7k3zfusrZ7ttrUHDvq3r0L9G/Mftt0q/GrR/f4js8ecoMmRBbV2b7v0orbxlKsVe8H5bdf9SDzU9vc18TkC8ZRSSfUPDdzsarP9e+83yNsfb7f1HbE13d3x2oG/PyYixyFhH4jnpTnd+WNjJ1Him/fbhgM/4yljOdh/zH4ny6GOOeOxDFOt3h9Z+O4nCu/rs2RZ+dyz/5HS+7LXstez1f+PVj2Vj2Vg2lo3/f4zrkDI6AZ2O8DIyWCYgx8VQu+7h8JsH7K/zytWQURPH3xqeNcb/yTkvQkbhevbRNsg5NTdcf+8SzKPTeCC+SSkNSCl9N6X0WErp1ZTSLBTA2CTA0hN/l3P2Ypr68Dn1IOMRytyXR4YalNOqhiIDbn+UBLAROrECpOwTrgfh+CFkqE5AyukQyinJ/qyFyNCBUui7xLIspXRySumBlNJLhpfPU/DS12/XRQ6E81JKs/yFnAQ+t8GokPjZ8NN7Ef7qYxDC4V3+Qc55sf27kf3dEgVkZobfXenfpZRWB1Yi0FLOOSOnaBxrA1sEmPex5w9A6zMY4dTHw8gAScCHU0qfNlgfDNcMRkkXE8Nn0xAdbWvv1/D5hT3xQvi+65FznoYcMPvvSUoAACAASURBVJsA30gpTUwp/SilNLTh8jHh/yn21/fiUGDf2ho+Z9/9LqX0Ckr6exNd0kZtbIvW5MbaMz5NdQ/U4VxgfyNvmQIsl1JaJXxWp6+plCA+KMkWgJzzLLS3+qNTnmai4AmoIcGaVGl3VA0+D8jOAG5NKd2XUvpiSiniZUztN89T5Xv9gZcCHo6x7+q4aDd+joJO30wpLUgpzbH7XEahX6fXdyMHi5/C+kRK6WC7T0/YXwDknEejIPORKaXl0Yk/lzTA0ETr3nhomzDXh+x/L1o8F+Ef5NTfA+0jKAGAh2tw3QuskVLa1N6vgAJlk2ow5dr72TSvYf19/TdxOE86196/B+FnQErpTQHuOAYjB81rFP7tzsC5CCfLoz1xV+13z6PgPcjx7HP6eUrJC+hubQN7y5rknCdQ5T9Q470d5OPqbZ5zPipseA3h48PA+1NKs8N8BgAzA42fYJ/vYLiAwH/tmvcgGjrK4FoR0WwT/YHwtGIbfAw2+DZzOJDDEeSkPQ0FX3pQMYPL6UcRj78eOdygdV8eYHP4GErevMLwgcEDVbkQx7Z2zbWId9+UUro+pfQF4yFDkX51fEopp5QyoiVfiwhL5RkmT65A+DsABUQTrbKvDku7MRThb6S9fxQ57SOPbBxBNt2UUroPOU//M+f8sN336AadARSYuBGdTPmY3eslxIfehfjoT5Ec/StKCGxHHz6/W3POP8g5/yXnPCbnfAEKSOxDkQHHoQTPOD8vzvjv2ho5bo42/ttj6/RX+87lDtR4g63Ri6hRltP4KiiYVx/zEZ9wGn/KPu+lGeSQ3Qyt+fGBXtZCQWDoQDOUBK13B3g8IDnY9KmV0V6KOL2nAd67EW/cEOmn37D/pyOeXdcxnFdE+Cr7uUbTgw3evbA1zzlPR+u0mv1kA/vbjkcORUlFALcbHL7ma/pFHXTbzdB6xeF2g8vcR1JKvzcdsT+2D1AiwQzKXh6KggiDwv3dNpgY9FJvqh7H3bTyyeHhWQcCmxm9+nx3Ds/5ms0Pe0ZC8nr7lNJ8g3NNm+8VDc+Ke25tZEdC2HM0D+cpE+39DYQ9V+MbTXtuPeDjDTTkOgTAoyml81JKT6aUpiPaTaj5j89hJYxmUkprIb3Wdcht7fq6fuFjG5vDDfb+qjCfd9nftwe41wXWDDCvgOQrlHVe2Z5ZH477H6BA0CeA6SmlbcI1qyMdb0uacb8cCl7/F0ok7kF0diGiSZcBJ9ZwuhNlnz+I9t8Ie7/YYFsZKnSxIlWdBoNtSO27qCNHO9Zl9c+RDrEm2h992fCDEc3GMR8lG05DSS3rIDp5Z1ib/sDmdr9H7bNT7K83Qfb5R3gHoOT3owy2s5AM2SvANiD8ZhV7VlybiIOhBtvXA51MtO++2rAXIPBTtIedBzpNDUY+gTejteyx5zft55sbYHL/h9PUYFrXFkRfUdfrqCPEPY6Sab+eUpptvz0KFX0MQHIp2n5Ncmwwany+MMzrTrTHOumOzqdafDwGX68cSynNN912SeXYqeGa12xOKwJvNrxH+gLJsZeRPfpHu7ZJL4DCR/8ueK/NawukG43F8B7k48/tmecFPW4NhPedkG9jOtIHhqNk8xWBTRp0qVnIztqCoktNtN8vh2yDOJ+oGzgtv70NvkDJagD/llK63v5/IsCwF+JnR9X0uTUoOO2kc2+D1ivSXa8fyuzFt9hcIh+4k2Kf7WB/v1qjnX6YzhjGGINhGsUHdjjig27PHGX/DwrzWcf+rhzmMz7A8DskH1cBTk8pfSiltBqd95Pb5r8Jn/neWs9g2BQrHAl66gqIhzu8+wC71OhvBton81BhxUK0VxbZvZ9BMvYoJH9PQPS6JkU+TEYJcqMQ/XkDslkB3lFobQbSYV+llLZGzZKOzDm7fJmCElxcxzsYJTLMxnQ8g+XbmK5NoampaE9ic/md4eUKZN+MQfvH8T/Kvnd+D+31ro8g/9LNSGbPR3xpHiU5uN1YhPbscUjHWD7s2TkGw7fNBppDWa/1KIWKTl93o7Xfmr71yTh8Xj9CNPl0SulCo8kVKXxwVkppYUqpx+B2Xf4Httfd/zCKQmsz0N5eFzVCANnlPpr2+kyDI8J+JbCh7W/X7R8IsF9JcyxhI4r9CfK9O61tRoiXNOnF9qwNEa0tB3y5QSYdllJ6GNFakz57B7YWSD9JFJk7FPlK3mX3fNHmswrNMsZtqwFNe6cL3X6P2m93tO/is8bXnrmWwfVj0/VnIr72eO069wH7mtxGs8/d+dQixKcWIVr3/d/ku2iS/+3kxFvRHp9HofvoH/bxNqQPfinnfFEbODvK/z7wPRD50f23e9LKl1zugmTb8+Zn9/17P3ZqO+33L1TlXZQJft+M4bpme25Dd7ieaX4AH88h/v4Fm/d/Ihv1BcreHwBsY/e8zX73ss1nJrZ+OednEA9/C1U9ZzqiI9cf6qPOj5+pwbgGWl9fv9mIJtZCSWozDUf1eMt9aE0/jmgUqvEc9008i/SzIfZ+qsncQYhvQ8FhD4EnIz4Asjd9uO412ObWH/OVG9/bgLI2UdYfZHvoO0iHORcVdB7Tx7rOQ/Tl8D5g87sC+V0TotkTUFwVFE9aDXrjt9gzo0z0w4yeRXsAlGgPkrPO/53H1+fm407E655BsmMl5As+GNlbFyGZvjFwYU3P3g351txu8+FzX2CvyXaPW7BDhuz73Uz2DEZ06HCuEq5x+ruZVr3uaWTjbk4X9kPNbrgYrYvT3wlIvn0E+WxXSyUetTHy+wKcbJ9tjug+5gLU6e+nyL++WUrpW6k5nrkCYV1TSusl8/kgm2QLzMcR5gaKqbeTP26DfMXu7zrZIMS36vHex3LOCwLsz6O4XCdfnK+LNzm5L+A58pqZaA8vQvxpLeATTfA27KGpgdc8SJAvJoee1r95cdBh7qdVBkGzXhnjZ9ujPfazGh2tYc9+o3DdYu/Z2JriC+5BPHzVDrDXx6ZUcQ3Sq7rF9dPhXg8SbDmDF2yPB1yPoVUeOO24zd/ke/6Q4cp9ZCDetSS4TshvBcK126eTIq+r4fpOtLcPR0UvEGjA8P4Urf6tOHr1Fap0vbq9v78ObwOuXwpx/gcpeSSDEe/rh9mhAdd30KrnjaLQxi12n/o1nfSr2xF/ej/iZ2fXdS2ky04xeF3nuNHuPSbM6Zmcs8eI2tH7ACT/LgIOQfu0nz0bis1xoc3prHD/zwc5swHiLe5bc79Cf+Rj7csW8zjC1eGz3twOiu+mBx06+C7D2QBU7FW3tZvGpJxz9InFGOXIsBZ95Y74Pa6irMmeyL5YhRJLOLKBzmL8rjJsTRJwaPjdCQan517E0ZYHGc24TXZbKn5G1122TsUnBmoyA7KlnkG2/GwCzgLNbA69++CDaJ1vDDrIuxAOt2kHn43KPqDs3TcBp7XjNQE37he6NaX0LcSb6zHIh6jKUFD8+hK7574Os93zSbsm0knUU/ZEfHJe0Ls8znFxF3bbOcj/NgoV0d5GkTmuO18ZfhPzAH29R1JoLY46PkG8Iepdzp+aRoTtC0hfdfo+CuXFzKLwnPPsdzfQ7LvvRsbuQeEJvj6Oh90R/zgds5kp8dA9DY7+SN9dmnyG29FeG5VS+h+Ua+Kw/M7u/faU0oXosJk6LddjLCshv9zS6lZfMNzHGGYcN1P1bYFkUBwep4q8ra57PUBVZrrsfoRCK1H+uZ3+oVT8Qxcjn+cRNr85YT5Ov55XCa370nOwNgvzORztV6fP1VHT1xzm83uaR5yPx04n2HzWo8SnhiN98GcIV3vZtXOAnVJKi1Orz3Fjm++bgQdTStshu/BCo6PLkA/okZTSH5ANeU0bOHt5dkrp7Smlm1NKk1JKM5E8WS7M41zE95dU542xtLgH6j66hyn70fnddpQ94J85HXWt8wZamGifN8UZK3vBYHe9I8Jdz+edhBpgxr2wDq3xrHlo7bvJG1gZ+NTrsDPa4TzS/aSc8/NUeWBCfGM4hTY3BlZKKW1rsPcD3taGZ6yB5OU+FLs/+nmXxh/eLqcr7rFIm2uidetEF9BKfyMQn1w5Vf3O/qwYtxsQ5vzW8Kwmvj4b81WFOd9Is9xrRxuuQ/qc9wU+VsPvdxGuvIn95jUaWRnp8psAriv4mEZ1zAn/v2B/9w1z2JrWHNSZlsvqc/grhdd3ozu3y8GsjxEo92B5VGvwF/tsf0oO2Yjab8YY7IOQbbE88vl5Y6hJlme/DZI7Iwy+bWmu1fgBcEFK6baU0qmpmqPyhgyD9XBK4wXPmTkV6YygYvvXW1dyJIpfH4ps299S5XHTkW6yG8LZJkimzkopebyyH1X/7RM1uGLO+tLCdbzpvQDknB9DPhmHa22D/fqU0lLXOqaUBqWULkspjUe53Ctj88s5n4oamzyO5NUJaM8tzfP+kfN7GvnH90N5Tk8g+6Bp/V5XvVLOeXbO+RC0x7+JbO//Qblq6y8h3JUR1+afAfaU0l5I37qaUsPxzw73R5AcONKe25bvvtFwN/iOTkK2+RYG8ybIpz0jVXPsQTzvAdRoymsNxlPzqbfRK2I+zbZIr10jlbqGWEfnsd1VgReCjF0N8eFO9UuDKTU5PjwfYHm7Z6xraPLjzAt1Df7ZfHvuCkinjbHjneyaqOfF+/ZgB8mGz863v+sl5YS+H/nU4rjHbB0f4yix/+3ts9+laj7h3pTYcbs6q3b59FFv6FT74brQA+aPdZ9mp2cuD4qdIBt/f4N1M6SjnGL8/st2fT9EIw8gGp9snw9GuI02rK9vvfYEqusw1q65EPH7k+3zO1NKlyIdbh6Ftv31EUq9TK/O1qbeZYmG7cdrEH5OMLhONL/KIkSveyEdZCKlZjbGqbxO7U2IryTEU84L67ApJa/eR9038BKScaB1GYPsv1fs/XX23d+whkpobVZBdQuug02lGquAkj8VR29tGtJPetAe/6zp/vXrFwPzc84xDn61wTEgwJuRfrA/8r9cZtfU849WocSzfXgNmdfvLaDKS1w/WJsuRmqueV0dxXJ/g/jcAWg/u5x4m8F2pL2/n6qtA4WfHpeUizQXra/z05VRHtcCYMdgT8U84T+jNfgPJAOglQ9vBsxPpe5kEdqXdV9jfQyl+O08byPmzZ9u91mDYrf8HOWF9gBrp5TeTqkJnEpzzLB35JxvQLVWryB6vj6l9CvEnzKi9yGo9guK/P1auM3CWj3gPYjv7ogad0OpP0jIJxllga/hSg4W8sn11oi2ySWN8rJeF7gzwuWzKBb+Nkru/woI155v6vnY0ym0cBNa5/uRT/cd6AAW99ue63Og0NmLtbjuVODJnPOCAP+aSH71xr9SSteklJ6xuXm+wT5oPdw2j/E8jw2tS4nXrY18m+6re6NGPQ46A8s/Sa21RyAfxgooB2IG2rOgPL9ZqDHw6qiOzGWq8492uTq9o5POiPbKwoafuQ3aE/73sTyto36PXPtsszq8tiauq/TWGRmMUGi7r1H3T8ThcjkHH437lQejfNmZ4XqX8S5ru7X/PaenTnNRF2uql4hjMOIpkS/U4YnDcfYZYOOU0qeTctihHBbhcbSYj3cJpREqaA/9Puc8j+6G37N3zm4/GEyrIl2mH1rPy8Nv1wj/e3y7XjPrNX6+rnUaHIPRYC79BlZC9BbX1PtHOA5dlryRPp1u1v3vMeJ+OQblKK1bu2ZSznlqzc/xLhQncNvuKMoBat3YdvVYNig+MR3x1HVQg/uE5Mm7CflASO/+OoovJuA7Yd29JjchGfIh1ByvkU8kq0dsmPeSDKexcf7s3NrXxXVUx89CCk1tYZ9dhnw3X0I55d3QlNPOlRQ7+VOIR45DMh8kaxcl5be73FxM0Sld3l2CdPgNkdz8OPLnvURV7td72LiOfSPNPNHjad+ydVoJ2Tb9gL27nOtkSn+dMZQ4n/u39jUYDqRV3gxNKY1J6tmxHeKF7pfwGJL7fddDesabkO7hOacboliZr+kgqjHrfZDcWQuLp1PtPVEfvTHr1D6fr84DBlB87N3K1ZeRH2VHxL/ORvr8TRTdvF/47Y/t7wqmg3iNlw/3T/yNwg/d7piAaPsJ1BDzLciW2ZNqrMLhdh0+xv/np5QWU+q1d7Nron2cqe4v12nuC7zgCPtsD/vrtaIAa9Vo7lG6G07bz1FiXl5D0av/GU+ZZHsuoxrT9WnNW477KCObfnvEJ0ZQ1sJrnAYjuuxJJW/A926kn3b5C7MQzd1DyWGrj1ijcSuKSc8BDrPvD0U6yDp0X2cXbbVB9vuZSA9/BfEh96M4f14H6eyRP3sd2OYNfptJDblUK1DNH6H2veckzkdx8uMBUoiTN8wljo51D33UGtRHk/7bL/y/F5Jvh6L9tYY9/4tojeYim/Fqij3b6d6dnuf9tur+pa0ouTNtR875QrSff2W/uTulNMy+dl7yvYgTq1+bA+xjeLwUyQnnGZ36Nbi+G2vZD0f8+ovo8Kg/I/xdjXDXKa6+BiWOFl+Z1vhn0xiKYm+eTzMC5X8MsO92snstIvhxTPZsGOZX6dnW5fhnp/NlY9lYNv7Fx7IGwcvGsrFs/J8fKaW1UfDl55QiiFWREfM4Coq5o2VR+Gk9OLIYGS7RaN+c1tFJMf97jjq830cOtK+hZKAhyBFXNy66GT6nlyiBJ//MTwwh/O2HjPU/IkdDD3J8nIkU5l3sOsflaORIy+iU1HE553FoPerGTnxGfSygFPo2jpTSR5ATZTgqbB2CkrK7xYs/15t/+mt75Jz6R49OwY/6SKjQxGF+ADmTtqSaONMPehsVv9O+m4qcJbux5IGZOoxunC0J7OXHOR+HaOh/UMLMZ5Ch9H6qTrWFtDrVopF8PdU1/BkycL+FHJHnIkfH0uwZf877as/YDuE0jqYAXDuab2oy3eQ4rF/nJ9q4Y8ALzP+dvh0D81AS9QmoWGA7VIQRG+/2xfdmUcWDB/k8KN40r3IzBd3nIWf5tXb/G1GiwpaokNLp9Z0oGL6xwfogajLXaVxCKSIbQLUYqpsRaXkGCrgNMj72KtpDuxrMWxvMPhbTir+piLa9aXF/SkKAj71pnzT/esbqyBnsTSSmUJpQ+vATjuNYiBzPzr+9sUmqBZeaRobeJgfbI3qYzZIHg1vu2fA/tJeP7eTHxSi5aTqSVzPtb3/g3xBtjqNK45+y3/6Nshd+W7tmMOJf+6WUNkTFsCugfdY0l8jfmvZ9our8cxhOQLx+J4PlHRQ5PQTR25mGjzkEx5aNp3POT+acr0BrsneA2XlJvWl0yzDevRtVZ+imCH+XIr4bX7vUYKnrOaC9ux86le06pAd8OKW0UcO1fQ13nnpS1HtYMufpcaigbwfEM39gPDLi2l87Ij5wac75BETzA8O9/pxzHoT4WUaJQZuhNa7TRzfDg7pPURqXe8K4z28du/9nCGsU5vAUopXPoUDvgSiRMwYMm4JbrwAbBBqPTZniWFR773R/cIDnKMSfnqaVZvZAOO2LZmbTuueWSh9BDuLHUJDKA8n/ifjfcJrXPMLX9Fyn6bXsfSee0PT7yBv6IWf2nBosW1F1xrfTbeehxsdxzIaKjvhOFBDz5NKz0T5/BsnTSEMjAywH2v3+EyWcuV56Oa369Ega+GTgKVNRsPYJStA68tuv23O3RIGA0Shg9QAK6C+PiurOw/DfB0/udjhP8WKeT1LjKU18MeBrPirajjT0U6qFCHsi/H3e/neevlmYQ0ZNe/dGe2getQaUXczBGwvtb8/Y0mAD8QOHO1GSnH2Nf2f/+zo/T2d+fj46pdkTdseklI7vEt5fo7W+A+HBD/+5gcI3QE2D4r6MiXntYNsUyX2ni3ajvi+bdPrHKOv6GftsCKKLpbXh/d5+v1koABfX5mWqSaofo/ClHH5Xv+cVBsvPUVLnQhS460t/8hFx0M+ecQVVfrOl3bO+F0BBP79uvv3+PKq84xJa6bppP3sRe9O6dBou2/ailZ+21RHCHs8o8N0fydEox3ZGvLAH8b9udR/3yyzH0vOpERQ59lCAr1s5lpBuWC9q8KSTQ2i1YzLSS95JkZ23pJR2pHUsVWB7CfDu8zoKyayVUKDZ8R7l40dtvgejIty5NODdnu0860CqfN31wd+hRD7XYZyW76M0uI2jTstNdkB9HEFJsPtOgGEsSswaR1WP2oGC0050l5ANvjTyse7LO5Hqul5Da4FH3Kv/aX+noPXaAiX1PI38QXNtLofadccgfuHz8VPV3e7cGukIb0b6y6NdzivqrHFO/Qy2maiB0a+RHOpBvMtpwP1wcV/NtetygNf9Zq6HJ5QYMdau3xXthcvs+qnIXvAGgPtRmtfUxxN03ld7INvgUUuMWoTw1A/hfQDaS29BeHQ5kBBPWogKuJ1fLKYkBP6XPcuTFNdHeF9avet7SHZOsOdtj07jnkpVH6kXTK6PGlwdh3yAntTke3YGWus/oCSn/ij5wtfLR32/ZJZOn5yCcHmSPfsspK+vYPN6AfHOY5Hf6h0G3+lorx9k99mFKr95EulGdyEan9gBdpCuvGkb2bmkNlP0T0DRv5zWKn7DBr343wz2uQbXvrTKpC3R+i8PvMOKc+IYQXUtvAkN9uxp9rwhSMcB4bJJxnSyrbrR7UfWfjsDJUlHuVr3Df6a0gDhAyjpOFMO01nS4XJ1MPJXu/xfYPfs5LvoRj/Z1OCLdN8UF/NGTIen0mioCc6O8r8DvhPCpf9uOrJd6vNo8kW7vHM/aNd6ViiujbGH0VRx3R/Zzq/RHa6b/CRj7f+HkL97ebvO128O0uWGUBrBxCbecf0SStqOes6X0L77YjfzppVuE8Ktz+sBxItORLbxEOQza0mAtDU9P8D4q7Cmjgu3TV9EusO7Ea9/GCUO1nEYefJW9tnrtfHPRTj2dZ0P/MTmPQ/hew+a1zXKen/fz+Dc0z57Eq3BKXbPHak2L2wakZ6dBj9ln/8/SnJwTBRvNzJaD9eXTjJ4VkKJhn6v8TTr2b7u2Hct+67mU/qLfXcesmf703ooTjs4qcG5ENFKXIO29kONj8yxey5APOU8ymEIrqc5rK6X/rfd/36kk9V5XqS/lxAef2Tw3E2Rke3Gryk+nz8gGfa8weZzA+kD7eSP85pzKQWo0Q+QqNKk72nnh6uieFEnX9zuVEddZ3Be4zC7HPqe3bsJ3sgbf0zVVzGbVlxPQIUDUYcZS6sM6ma43+ISWuXQO3njcO3jjbLxnQ88EmD2At+L6A7X0ylJ+1C1TeLYtgHXfSWtQ6vv+YoavCDetyS4nkKzDG0qeHRcr4aKNVagNLld0lHXVw5BseAHDKZu6DrirIk2AN5aw/XjLF0so5N+dVbO+fGc8x8RL/1USmnjGo/cGnhLbU67UOTMjohuYwFhO3pfCRVKX4PW6feoYPsYqrHoH9nfQ+3+85Ht5nJmHMW34j6eFxF+/sjS2Zgxt6Puu9nfnvErSrFXX6OOg8iTjqSsQ1+5I77mX6SsifPegyixhOij2xHFPJpyUOJYTKse+DZac4e6GR73O5uqn3EeskeHID9MD1qz+r5dTCvO3G+wElWfmOff/BHhYzt7VqfRtA9cJv2G9rwmrtM+iPdsZXOox7IW0t6m8NwkhznaoX+hNmwPekPAiE/Xuzwe1NZuayj6ORzY3/iKx61ubsBVN7l5dXyC7K6lLUg62P4fiXIwd6mtxfvsp5+0+e5fu2UnGbuOvV+ewhPquRf+91CqNvN9KG65KaLdJ1m6fIav2DP/gPwbq2EHkJs++we0h2agpipgh1baqMdYoj9jSXWrLe3Zv7JnHBKKwVyfuIGix7qvtV5A3iSP6nQymyqtuOxuq6Pb+BxFBzgN6eXTkV+rP/BLu4fHkKKfpF1eUl2mPtvmunbDcyDifLwR1AE2nxH2Ptfk6MroQDP3Of4a8cO6z/EhtGZr2rOOB0blnN0PcDFa4yMR318JHW7WFFvxsQHiPWNR7HEoJX7hsUqPoy+pzjueZv5Tb6gXeWOTztuUC9XXiDqkv9rFGet74WcGe4S7KX91Nq1+XvfV10c3dke7+Gi3OP8Zsnsizl0uRr7j/0fY17Z7RZvODxx7kKJX1PPZ/FkLUJwvxjbiPu7LH+72UBzL1d437bHTqNJm3U/WNJqetQDxhuh3XpUqfv1ZPufoZ2ni67No9aO3Owy1r+Fz9ialQxDf60G+hvehwtGzbG6ea+eFuBeg5hDXUGTyDbTm/TXlUO4b5rAcrfu3Kd+7bud10p0PoLtxJ/KBvw3xir8gnnoAyqPLVJuPQJGN16FmUK8gG8IPE27HUxrtqZzzMITnq5Ge5TkqT1IOIKmMVA7KfbL+XZtxHWrWMBnF+IYgun6V1vjo6xmTcs5P5ZyvRz7Zo2ngUznn+3POP0T51Y8abP+GcLiIzvkpDu/ANt9vSyte6nD9NqW0Trwg59zjcOWcD0N74d1YM+suhj9z1fCZ08hJiOeNpTq/ecDLOecvIr1qIsIDSOdaN9YL2f/r0doM8B8xPx9eXzMK5RZui+TEbnS3fks8cs7jc84X5Jw/iWyhDSiNAKfQHIeFaiOs+ohr878FOwCWT3cD0ovqBfz/tHDnnJ/LOT+Wc74c+BNqlFuXsX83uNvkgm+BdN5zER9fjPTdHSk28NNINk8JtQYug15v3maU2/2Qr2g0rfa919O8UaPJjm5Xv+D/T6AaO34IzT/K8L6ah3ge5PYoJvgS5eC6bobLh2MMBs8nPALZDe7LaNK9r+ONGU3+s6ZnnkE58ODXyNZ/DK3vdZQ805MofNz9Xu18r02jiTYizudTGi2diJpJ9aCcXs+jXwF4wenbXtHv3u65r2d4jvf9aK9vntTMdTm019+KfAEfQrrIa8DlwZ6MunY/g+doWv2GH6w9t6lWrck+8tyRt1EOlYi09AJVHSzTLEPq9/aGrf76ObL3fo340sW16xfRale4/rCuPXM5SgNz9+O9FcVO5tR+4Q92jQAAIABJREFU26Rz1uFu0qmb5tIyOtS89kd06D6kMYivrxpsSZDv/UWKffczyn7ww42vR3h6FcUgj0FrtADpeouQruK8/jDK4XsuMy+kNKn/nzAF92E11Z3UcVkf/QyGGQj/P0A87n6Ew8vsHn/A8ies1nBTe94aNrc1UE1gO9qsj9nAnJzzsSiv4xOUGpM3Idy4LjzZ9veLVuvXNBaifK07KTbjnykNot3O2RPVZi1E+zPKgiZcLYm8HGh/f5BzHplzfpxq49x+lH3gsf4hiKbmIz+G10DuZfBvQ7Gpo1+pU1w38tJLEB2tEuD/d7vPxxFfcF9kN3myTuf97bUSWqsPoubFi1JKn+rw+25Gk0zuNK5Ddu6TSF86xj4/x2C9BNknTfGhbpu6ttMZN+zjZy9RmkKTUloJ81W/kaOWEzLBPr6v5sucTzlYzUeskR2LatAGhu/XRPP0a7rd355fMoxm+/8fPZyGen0YAWeXIzrw2qw1KTQY4/c+7+vt/WbW1OwdtD+8q2k06UrRfngIycRFyD91KEXe/SGsqcvFeVRrLbxpo/u5KzRIyfHz0eTfaxqLgP7/RGu61KO2X15Afo2navvF1ymuze5IVi5GsuUdyL/Y7ei09icgvrItwvWayG93brh2f0p8HlrzQVwX25eGOv0O9YhPYw0GG8Z4pCP08o6UUn+UI+Z8wRsHOp1lqgdNths+j1+ged+PdMMloan/omonD0XzmYh0J2/2/QJat7PRnvFne63maLSWRyKesCFam7rcX1L55HvrdLRG2yK68Tj/GEqeURyddJ36uBPt852AVUI92Mb22fcoPuQMrJNS2hnJoqnhnp4z9wLSN4dQck4jD6zX0c9HOeUHUuLpvb0n6sD20UTzGfvb2xQzpeT1Rj66lqvmR/HDEzzmdF+Ysx9e2oNo5yyqOI7/Ox/+E7BiSmk3ROcJq+EGPot0t/loD7c7HDXWTT2E7Ia5yA48FOHSfQDd9E3yWvwhaD+BHbIeeDbIh/S6eHbwTblefXFK6WCzpX6E5j3M5vErpG+2bdyaUtod4fEpxPMOpRwY+42Qy/wSrTkDB6K95aNd/sJWiGf9Fe2tUwPNNf7WGrf+lpIPfhTiLfX8l04x+CZ4VqfsySGYHh/486uI555AkUu+3s/VnnsV3TVu7TQuAA60xqb1OHm70WfdQ4dag26H56AOyDmfmXPeH9XWbIXsxGtRTCshObVV822WaHi/rZdr/qVxORxM2GnknCflnH+Rc/4wstvqNtGxtOLE87aPQLzoRLqvIwHYuWanrgZcm3O+GNHHHFrx09QT7GX7fKg9319bUZp2dxr9KDl0nk9zFuIVd9i9QIdIdYphLIlPsdvxz0rny8aysWz8i4ylKYpYNpaNZWPZ+FcbryKFcBfkZD8LGcGLaG0Q3Gk8gpxcZ6eUtk4pHUFJOO52PA5sn1KKydy7trv4dY69gYtyzr/POY9BTpB4SsfjSA70nkxjDfXqjSDjuI3SXGHjlNIPkIOmPkajYMVMe+4TyEG5AVI8f4AcAH5C0aXIubEycv5sllLaFxlIS5IEPBHhd+uU0jptgm17A/fmnH+Scx5tySWDGq5rHLmctjeowbjyBjdj0QnLETe70ix32zknQbgDORXWSSnFk2cPt7/jsk6CmkegJUtGG0x1vAKsGmCdC0y3974fEtVT/DZGiRS3I8fafKrNTZuCLmtRDbpMpjVwsxnV5qYL6bu5VO/IOT+ccz4157w1Klx5FDmNV6Ga5Dek6fcUGn0m4GMwcE3O+fyc80PI6Kw7fXoa4PTkpPj5YwhXmzbQyTMs/XgJGcYbppQ2Do7D9SgNf0A8rg7nM5hjgBJk8yQUdwyMpZUfromKGK40h8DbEY3cR9+Nd6Hs/56A64Hopt4k5rUu7jMamJtzPhwZvx8Engv0i933/YgmDrf77kgpoGrHTy5FDsbTkdOhqQi9idbXtXs6LT+O9sk3gC+llD6PnNbLGxz9UKJGN86B1yhNi3uA3VNKn00pbZlS+px99902cNbXsBsZ52MuKvb0k81+iHjznICXaeg0qA0tmXUsCnysnFI6N6W0E0ok8gZBoDnXg7hjEa+IScFDEZ5Oocgnd2DWHT4ta5JS2pwq/2ka7eRj3De9z7L9cZV9vxXwo5zzbigp/SDk/NoYGB9ofBPgeaNxb/S1SgM/uB4Vsn7M5nlNrp6W5rBgz5lPcbzGMRY5Znudf5RT7W4zJ/oZ9v7zFB64APGPO7DgXO7c0Pliw8MrBvORBv9HUnNT3gkBZufd7gwdgfZQf2Bgzvm22uvBPmAh53wfckDHhKa/UU4UjGMsnRsZu/PU+dEzeQmcpymlN6FGyzcjXjQC8cjRwHZNOkOYX6JBBuacb0b4/Rriuzc10Ed9fgc2fOf0sgGSAX9CND8vzO8g+/1va2vkcxgI/DLn/FOj27tRoDE6QufSGtzaCBXtOY3Pon0CeNMcHg3wjDU4RgMbNdDLuL5oBtHcxADPXZj8NH1qLkUPcniaeOhuBseGwHdQoGY+KhC+F9iijzUHrUVlvYymx1ESqO72NTcaW5OSPOUnVR4SbhF5w2iUdJ8b9NVeONrptvb7tzYh0X6Xc86jcs7fRLLveeAjOeeHEV6fpkpDGwZY7rXrV8s5P1rXS8NjFtp9GvmkPesRFDAfQeF7u4Z5OG8bhwKLWxgO78s5H4ACxofmnKcF/Lfjya9Qiomb6DXKKecpr9j7ybmBpzTwRcfXfGDz2ppsTTVw/xbgxznn63POjyLba20kp3vngGTY8faK+B2LdIx2JwM+bnPwJkJPB1g8sTLC/SywXFjjBYiubgvrvDINzbhquH87Or38XWh9vAnUdCTDx9HM7/ZGwZ6LUeD9Q4avQWhfupyaUsPro5RTbR0v+9dgm4uSUxynz9OcmPYQzUlrcQykyGpvKDHB6KIvG34sspHj6C1IM13teYPhD5S1WYzp4pRkhUld8s0HEc4PQvR8la1vHTZQwG4xzbIIRNsrI52+zh/vaNgL8wi8CfG9VZENXOcd3iyhH3BA036mfXE4iF4PRDhuWr9MVTfoSkcwPuWBRNcd76XIsSdQgUY/YJM26zEW2QL9wrw+h/bStV3oBu18PL1yLFd1227l2EvANrXvrzL4PkxJPmiR+1kFa180+GajxsJN8C1VYLsbvBv9vIx05O+jgo1tsESmmnz0ee2B6ORqw/tfES9ePTz+jzavX9GgD9pnGwOja/xxLg26agMt394wZfdT+JpvmHM+076bEmBYHvlr/pqretSjnXAaYHgNFSpG+bhruG4G4muLqPKBmLjrzTm3Cnt7PHaidzsYwngY0dUUxLvvtTn12FyuReu2GVV5U7ERc87zsgpfn0LNCDdGvsJZNCcaOO/cpw1crnf9Ked8SlaxwE6Ivtel2F/RD+fz7ysp70aby3p2r6tzzmPst56wlnLOkygHaU1CftsB4T67o7XZkM776mrUNDomEXjxvx80MhIlPV2PdOu5CO8/RIku82v8wvnAcsj2WdHoaibSN4+h0NXuaA3iQSTtbJ1V7N69/MJwsjjstymUBrpuo+yD7BlQ0tRydv8RBJ0G+ErO+T0oMeYIu+c0ysGDPvak2BR96ZNeiFaZl9Hk9TnnzyPdejuks26J5O3Xcs4X5ZxvQrGO5ZBP7EzU3BNknzutjUf0MtvmPwW4NqUUfb718SBayyg7d0E6w0yKTjg0wH44zXJmMmVNoKp/NfKbXNWLJyLd6zrEu35BK91OykoaehzFLD5RK9QfR3Ut5lD8K6ORTrXA1vVmm8+WbeBra1vl7nT7aAu5/rl5bZ/UC6j3Rj6GcQjn74He5pVx1O3Xt1P8w/U5uFy9Luf8pSD/P0h3vovGYXQ/DcnDdr4tH5MNzi1QoUC9uULX8r8Nvp9BBQAR11vW5rE6pRHK48i3uEHYv6dgDX47zAOK/tg0fB531nB9EOKpS4VrxBvHGfxPIH15Y8reXwQsqtH1Vjaf3tiSJZetgmTobbTqOe0KVTv5nkD470exd3YGvp9VlDTK4H9Lm9+CYoRuQz9EWVP3+41B8mYqsEbO+cac821IR5kccLgQ0UHkyTvYPdYMz/MCxrH2Wox4T7St3DbwNd0RJeXFdd0MyesxiG+/pY91HW8wDrJn3WefZcRTr6bYCGsY3gi+1x5a18Djka5PeXP/2yjNr7xBb31uPvYmJMO7bELFBnMRjS223/6WZj3b9doedKhjfe4bWuPJbDQx3D6fiwpYnqjBOYdyiJbT30G06nXXo0bN82heg25lT7/AUw6jFM8cj/xvz1P20nNhvrH5chP9HYX21o9zSbr1ZNcF4W9dh/6xze1W5LtZF5gWeNxCZF+3kz9ug0wjHM7bJV8fh/bN6nT2xe2N1mVbRHMxTh15TeTrLof2boI3vgz2vvTll5HOE3WYurys20wR19H3+wjiAw81yaE3CNcx9uS49uZ7T+TiC07ID+myqBMP9r27OYUH+975cZe4fpTWnJVoy4Fobiqdce3DD0sZQrPveQSSYQ4vFJ2xW1yvj2wPx7XD/2qd1wVcvxfp0tdQCqt7acDwvgV9+7dc110BNWG+JOf8tiWg6w3a5JGMDbC/WsP1brTGPnenShu70qoLdqtfubxd0XD2cJa9MRzZMJ+m6BzeaM55/0z6Pgz4PqSr7GRz+kPO+XQk891+mI72/CMU/XwcslW2CHx3MsW38kT4/GXkt+hLJ33JnhPXuDe3g1bfzUh7xj3A4AZbu5vxGGW/TKqtQ1e5I2FNvmQfHUWJJWxZo7OtqdJLU47Lg2jtoh44xu5Rb5bRlx54l/29LehI77ZnLm8wvYjoZm3ftyYrVqTBb5uL32ADm+u1hPwb+26O/f+XPuBrtw+uyzkPa8draq87s2KkH0a+kZbD42vyH+B+o0PfO7MCzK6vt6OhCYavg2nVux5sgK8Jh7Ho52uIDj6GDqGB9v5yX+96PoLLsAo+7TuPZzlfcf7UOHJrQdL7jb5PNziPp+DNbYjJ9rw+90xYC6eJGzvwhPsQT/B9FG3mEZScoDflpc9nGGfzmoL43rHhksXAi1k+IT845ASaR8WfUYO3TxkUXr9APOJeSjGY6xOvUujYm5C1a0zRbf7Fy7TK7mlU5d+LiL9vVtMBDkF2zSSqPjo/mGSt8rjeGG591OOmO1Poczpqppao+rvieAnptY+F+XgzlacNHm+IvCv06s2XI7+W27ejUV7Mt3PN55hznpsV652B6P5o1AwZu5/T0dZ2zyuw2Lxd0uRzPBLpKp/Piuk/SfHjDbR5TEJ20JLovFMw/2s7/hNHgN2bSd3VYT/2JW9ANniTXtMUZ6zsBWRzrolyuxzuVRue0RSbeZn2zff7grtTfLQbnEe4Heft8mHrsK+P+L03F3gYyaN5FJuuh5BfUdMpZiG7cCG12EbuLr9iHipQj3vsIKrjJYMz8oy6P/WvHfDrYz1g/dDM05tk9AT8PoF8JhG/S/osbzoc+cpONMu9drTh8t/nvB1mhyJ9dHLO+StZzUSfwvKXA43sYPfdDvnOD6bEKm/oa1/aiOv2cIfrfA6bh8+60Z29oXbHfHCjlwdRofGbEE7uoTSNmJ9zbrE7U0pro7judxCdvYh8Nv1QfGw1rFYD5X54XnVjrUZWc9cf5ZwPoeSoXI58BJ9u+Mln7LvLOs2vBusd6CCHsQZrvZHnZm9kXUnO+XaEl8a4UIDLC6qntYFr6xpcrhd8tHYd1tDjQErTynZwPYbkYKfh9kwjn24Y3vBikMESaWQa2nd/pjq/3noeo7PxFBn/qD17j3D9Hmjd76bN+DvOrzJsflshGvw4mkt9/f4e9UoTkT/F4R6F8shjcxTPp67blRH2bVCeyi1t9sQ/AnasTukGYFjO+exOP/5ngrsJPPvbwnP/nnB30mFQXsscSix2chf360uvWDf8PxbR2Gu5ud7DbaetgKlBzq9PtdamKTdkLOIFsQbN8wEWIv1oMp31hZVqtSYg/8djaH+sTclnnYT08+ltZHgTjFBinQchG/rXOee6f263oBuBeOTzhrNH7bO1c9XWnpRznkxDnVV4zaS5dsr1hp3ojKO6P9Z9mo3PRLFDjxPsTTkc3ZtSLgfckXO+hWLzRLgepzRMHIt0qRfD976+G1J8eE0434LSxO92ZJP1Ay7OOZ+M7Mt+NOcder1M5EHd1Lu0GxFGjzs+nOUbeAE1Sl4O6VJPGS6vRHvsRar25CoovjwD6cLe8KgeP246MMXnNp/qYUdPIzw/iuh9C0R/vT7lsLYTazoYlByj/jbXpvqv1anWpm2N8r6+bnypfmhGp7EuisP1UPhW9D2+QMnnWID28/LItoijXR720oy96VDzmosf5RWU+7gY8eEHDMb5GC+z325H2fcgOlg153w82rNb2r3GIftza8SH7wm8fgolB9vXfRalPumjIf9jNFr7S3Nr3UnkVU37bbR99iakzz+MfD6DEC2MRTwh8iJyzi/bdyugWFZ/OvutekdK6TSb94YppQOQD2MC4jF+YJDbfqCD2L6ZUtqHDva5jZkojgSydQ5CvN/r5FZCB9fMszlH/1a9RrQbeRnHSPv7lZTS5imlQ6g2LhuN+FBGNDIdxeoeRvm03zc4f48OjBxvsDq/7q3PyF3GdXOp/drE4B9pc/5KznmkweB09AxaQ8dVlB8DEB94E/Ij1HMdv45s9yHoYJu/y8i12qOgey1C8cqxlANGXObei/ji5FziQ50OAetmTERysa+a7NuAo1JK+6eUtkP+x3aHTHQaXo/c2wTR1mR7f581RqEmjyA8uOxZgOjl4x1qZG9B+S+XppR2sc/+A9HfbfZ+EbCm2aLPATvU6u57czoDXE32v8MEwqHL1jrN9c6PvuslxiI+2Jhjau8rjSVzzhnJpJcotVmbtbm//2Y+4nlbI/xOoRxmtyTD5/wOii09CvHe5TE6yTnfSmk8OA84KaW0K5IjixCPH4b0gg3QXrwql1jSbcBOoSHk+2lfczOW9mv6BLCr6dyvAj/pY02XBAed1v3vMsJ+uRnpHVFXc1jqtt0YykGEu6G1v4WltEn7sB0zsq2iTfaEg09zPojrB1/F6vTb8YlcrUd8Acnb96AeI1unlD6ZUtok5zwbHQpxZkrpPSmlwfZ+fdTUFMPDc8CwlNJWSM6+w75zHTXix2nKaRTTe8+zz28CTk4prUJ7muqlnVzi+Yeg/bAF2ksLcs7boTUahXSBLez3TTk3lyCeuI7heGX6lvsL7dp30bx/3C7vF9ZpBPJ1/QLtH++V4/Vq/anqOhtSpQOP8zn+ZlD0hR5K34nVUTzt4qyeHfcgfWB9m9coqrHIvSkHD7xEc87pQiT/Ysz6QWC9XK0x9lejnyq3b6Lp+USfSykdFORmT4BlSeXqbGQTft7ef90+W0yJm/RDOuBoYBPTNwdQ7b3hBzA8hXSl36D9mxFNu6x8Ccnb8Wj9XW414cJjFTsgOjsrqybnL7QeFNekw/tBGq8F+oq2gQAvduW9VHm26xR98Wynbc/xfZiSL+vx2L0RLV6Zc/6WzWMdqn6epn23F8LryKzYzLUUnecpu/cTKDbt8ZD4er4T4EGP3x+t8W9pbtzq84yxpUtQU9Ft0R7/E0vfQHa8/Z0X9uQLWN60wZqRjjuTUC9OiSXlXOX5M4FtG3Kp3Ofu76l9H3W0RxFd+MGHv6xd38527DMXPzf7MLsdi9D6X5RSOsJ0mH0Qfm5Ha/QmJG+uRrG019u/0fttXZNS2i9Zv62U0lkppS37+nFK6ZyU0rvMBhyCaKbue3qqASd3Ibo7A9lYFzfhs8N4jmrsdCyi272RHNge6bZzKPQ9EdPpknqC9UOxuRVQA+u1Ed8diHLl2sXq4xhNtc61nv/zVhp6eQQ/y9D6DZdg/KvS+bKxbCwb/yJjWYPgZWPZWDb+z4+sYPdHUHFaf1SI8FukQI5HQaqd2t6gjG8jI/mjyGj8LqEZT5fjMmRIn59S2jal9A7gKw7qEt6rr/EkcFhKaeeU0g7ICOxNwsmlEc25KaXdTdH3k3DawfJLSlLbT5Dh9oeG685EDp49kHHzH0gx/TjC/cVIgfYg+RzU3LUHrcfjKAgwl1IEuwp9j/ORsvwAcmA0OYmfRCeRvNuCCF9DJ/osyeht/mmOxu1TSseklL5s399ic7gopTQkpbQHapLR4jzp4JwEFRWDnD79gNEppfellL4KHGffTbS/v0LJeMNTSu9Eaxub1IAM8A1TSqellLZHOB2UUvquwfIEMmB2SCntkVL6OKWYZnVUoLgi1dN86kGXFSgNKTzocg0hcIMcxDtTbW46ERl7b04pxSLtyjBj9oyU0m8N50cig2t11BRyNqUo6u0oGbNp/NR+c0VKaTdLspgHHG5Ou22QM7npVKi6wfkM2jOHpJTWTSmtmpX88n3g+yml41NKWxgtnJxe3wmktyFH2wJ0et5VaE0OAK4PTrJphGbZ9tkozDFAaWqzXc0xcA5qqHGifbYDclqtllI6P6X0IVSoPRsFcLpJSjnV/t6VUjohpfRfqGEb5qSEkoTx+ZTSIMpJ5Nh1p6FAx5EppZ+hgpnngPc5/Sad0vUpxHu8gdMmyNFyJnJKJOOJ66TQgMICq3eiwGq70zIrtG70fhLiW07r5xhsPYi3n4Kcim9BDbBmImdETIhsN6ZTmhZfg5qAfR7h/D+Az5ijsT5+BLwjpfRl43EnomL2bsc45Iz2QOxcJDvjWt+ENcRFvPZSRJNzkKPmTsTn51LkyUR7/6WU0qfMIbmZ3Xu9lNIOKaXvIKf0LUhWHmd/D0tqtvwqOvH4W0bXt9K6JpdS5T9No518nAVsmhQgnmzP8ibI16K1WxXtrROR7uCFNisDD6eUPpBS+jfgy1jzhaxCmxcRjzvCnGu7pJROSSl90GD+JAoANdHfbETvX0IJIt9Dhx2A9vCnUaOmNQ3ff04pfR2dpgxwTkppP4qzfFuU2Lob4gvjkSN+R/rQa0ynOhvJjxMN5lNtrvemlI7DZLbJkNuRfDozpXR9SulDKaVDU0o/RM60G5GTeI+U0jUppUNSSh9LKf0hpXR5J1gAUkrvRw7oeUi/uwTtwb1tjfy6tVBw+ir76BMppfeas9MT+W9BAROXwQcY//5p6sN5mlLaDAWS1kRrcxgKgj2LmhXvmlL6RUppb7vfF1JKl6aUhqaUfonwPi7c7ziTw4OQbDsR0drPaTNM7pwDfDeldLnN7wMppfNRsPN6FOy8xvD1JHIUX5xS+gQ6vOERRN+bJiU4vRXt/TPRHvk3W5/3GL7qRQSTaA5uPUmh8XFUG4w3zeF/KAHto1JKpxo8ayPeuDlqlHipyZULja+cR99jLtqzn0XNALaiKj/HIt3oMJSU8DcUdFw/pTQoKYHBT9g+Ge3P+9A+WGjvF6Hk2nNTSjuZDvDeBvgeAD5kPG3blNJ2xut+i4pze5But0/gVQspgdkR9v6MlNJ/pZQ+gxKwfFxq+Fo51QICVIsloUG3Rfzhww6fXXdISmmVJNvhqymltyUVcB+KZO4OKaU9kY41gCoNbYaKv3ZKKW2BEsZO9Wfa9Vunok+D6YeIbj+F8clU9ME97Xdr27OmIlmxZUrpLyml9yGdcwXD/+8RnxwCbJFS+gA62XK1sM878eQxqHnDt5AcvAT4QUrpJNuv04Cjk048vNHgudh+++YUAjJxDh323AlJevuBKaVf02qzvGbP2zal9DYkQxcguo1zOB8FWHakFGL5nvsbsJfJpF2STo/1xvw32By+Ze83SSl9JKV0H1YEU4P7z8ByqRwWcBWyu8allN6ZUjob0UZdv/ZxBdpL70OybDeqjUieQXL4l3btmfas99renI5o2ZPxvUH/TKRHum04sLYvz0UyfgvE1+5BzfD82i8jfWW1gNPvAaeklD5GKSjYBwXCzqHYIxumlHYNsgakO12TJJs9cfg7RoMdbXi795tR8HRLg21FW4vNUkpnoGTGjZGc3xnpoesAq6f/r70zD5OzqvL/54RdQFkNgkAARXAfgVFchriMiruOP0RRyQw6IwjquKE4QoziCLiOqBEFAiOL2yjI5oKETRTEBQICKjabISGEEELSWTrv74/vubm33q6qru6u7q5Ozvd56km63rfee+6955793tdsNvmtuy/sUG6C1sVWyJa4rgVtIF31R+C/TTbBxmgD3pHFc1YhWZLk0lvM7HozO6TJWrgCyeQfmtmhRXsfMPng+6Aik+fDOpvre8C3zexfkO47BvFUKxs/4Xykf/6MbMBvmdkJZnYY8rXWzZt1kGCtyanZaF29APkk30W2zx98raxFGwJ/YGb/YrIrHkd+YcfXke75uilecAN6K2tFttkHodCrzwGeaK7HzOxIb+MpaN1cZmYfIB9m2qkeux75Z7PSfJhepPUAWQbdXvvNjkj+HoDsposRT+9Q0uf3DjuxPZxxd110IbLjj0dvbh+gUdaWL365DMUXXksuCrkcJWhf7GP8DbTx5gokJ56H7K+Lgef7GpyH9MXVZnah5Rdk7cXgGE5CqZsuaXJ9OdqEe5A//2Qz+7BfeyJa9+chXbwx0tdvM9lRF7Qb0xoNmyA7bIHLoI8iWVPGEE9GPP15M/uYmX0VycdUzPxj//ejZna8mb0Erdu9yG/ZboDz67H+51ZI92+EeCjRtJmZvc/kQ1yMigofj+T6NCQLP+/Pm2EqGHyG35viRkln96G4wlbAJqa4T0qef9Jkq+9FY2H2OWj9HOLj+VbkC22N+CXFSfdG/N5qXTXDOci+eRbSGzeZYoNfQjpoAPmFh/pYnIf0QIViXm8xs68gHXU6Q6yrqqqWVFU1L328X1OR/l7p478PshWPQ3bxJsjGXo18jReZYmuf8jFImy6+7eORDrq+E+mx1wJXmdk/O53fooihln5CGn+T7r8D+BjapPIgikUcC1x4/7uFAAAgAElEQVTu6+rzaF6PNbM3mWzcOchOuNb15rYohrsZ0v+P+FytBY43vUn+jcDDZvYDb2ctin3s5e18k8ZC5nb25DJkez7F2/wq8AUzO9MUq34Dkl+rUdHl/f7/T5j8rGPIh0Y/ycx2JxeTJL/0uUgfp0MlUwHNw8gmalWA+AUkEz+GfKV7USwrxW+XIhk/G230OA/FrFahg1RKGf47cgwSFPdpKsOtuV08FfHMZ32cdkJz9g++dm40+btPxuPb6IUL9c095Vw8Wvt+BXCAySbbAfkKXzb5VnuRZWa6v6lvZZ3Z9nVf6Gpk66f4624M3jx2Byr++RnawHcwzYsSn2CKf+yEdNI+wF9a6NXFSIYcZYpPvB/Z2wuczn+0ofV/K9yM/MxWsa2EAbSet0Jx58vM7AXD0f9DjPfFwBTLPsn/Au80s2ssbyhJBbSgNXE7cJaZPQvJp1R02nKTv+N8Crnk373c/73G+3qFyc59K5Ixu6G1M5Kx3hrJ+atQPOK1KGe0lKxnNkbr7QV+/TZkN6aXnu1rZiciG/IWFF+4wOk9Eq39zevrNKEWt3k28rVLPrsO6Z/k7/ShWNKZphho8lnreLzL5F3J625Pijn17/ZBecl9kK45z2R/7orirmkM+/zvndDafpf3fyWa65SzOxAdxPVn79uvke+e5vS7wMd9/n6DZO8LgLt9DX0H2YFrEN8f4Pds0m5evVD/dJQj2cgUQ0vy63Hkw0CvdRqeh3T+mT6+C1Es6L1+33ZIV5xF9p9n+XysIfu3ZZHzOp/WzPY25V/WHaBvjfbSDj4vaxEffgXpigOdlh8iO/s3vu62QDL2BBuc71uBDgc/1VQsezqKDW+L5rz+wohbgD19Dp6A9NyTgT+7nPuUKbb5DMTHq3yMtm0mPxJqcuSFZnYu8rlWu0x5gT/n14j/TkR68VTvOyg+9HSks8qi0D4G89/rgT9ZY9FtKtxf6ONyPZrXo5z/7kU2zFNRvHITZFPtbtmHWO7j/BpTfqWuf/7R5IPshNbrcOT6OciX3Jr2sbibEE8kWfMNU0x9kKwx2aXfMPmkp5nZ25vRW8pGJJc6wX20z7EsR3Jye2Rj/TeaB4DPmAqjn4bW9FoUsy310LfM7JstdM9wx7qPxvzteeRDdXYx5ZCegvIwW+G+VCub2GVwOkjCUEztRHIu4RMdjvUyPJeP1vEzGPyi0j60Zv+jzViXSDrjZ4ifv2RmM33tpA0rSWeA9NRwxrofuMjMfuByfTayd9Kh3Q2yDm1o2NN/W9J+JPKpt/Rx3w3nkyZjDdle+TmSm48A97k8ei/SkUPx9Qq0RrZyembTmKc4hbwxKK2DF+F+bY32VyCb58vev0ta0FvaV8ea2aWm2pRppk3hs5HcGyhk5O7Ip64QT/wY6aULkU1beZ/KA5PaYZnf+3rgRn/+NmhtLiFvDDnW2zrZFFNehXJFF6N5Wojs+5tSn5DfsNzHZCj+XIV8u9KW2xfllj+P5O1i4BeuRz7ucjfx7hmmfM4/k+sg2sLX8Gn+5+ts+LUjxxZz8kz/7jZyLuFwM/tvUy5hNqrLKtfvUgbX4sxCfJZ8wLkugwa9oLiZDEI64uk+/tui8f+BKQZxAPJNVyHdNRutrTXAHFMe+NloHTzq9DXDnf67VyN/fl39jbf/WDN7D9pk0kpGwuB18CJTjvE8/7uprCnW7gWmPHfS5dvRWDNVIvmhkA9gSLVJ05H/vKePz23kWPq2yOf8L5NtvNjHay6y5+bjeQ6nu60vYc03/dzltL2kBe1Aw3ynmrQ9THGYJyF5eQuKt15YyPBDzOxnZvYyU97ipUguDUKNtleh2Nx9zt/3IPvrqage6nnkQ+t2cZlzYjv6C5xDfslqu0MgTsR9VTO72syOMcW8byLXMyxDvsLPXa+8zTqvZ/gK8ieSzzUFt9vNbAayb7f2tXQIskVmOF9sjvylkpdTPGPYtpWZ3ZzGHq3/3RItvnno10gG/wzlVqa361vBK6Dair0oDoWgWHuId/qBH5vZ2abas3X6z/t/C6oZm2WqNTnIx+c7aM28D7jHFFt5KdIHx5rsuMfS+iCBTck6dUunJdlKtyPb58vIJ7gM+dOgvOg/In58FOmBxchX+6Dfc6Ap9z4Vrdmve/8ORz5wH/mQqYpc45Bijgtra3g+ssO3RP4gsK4e7h4UI0o1F7uSfcBlqEbnOUgnnopk4xTg06Y42unkWoIHfF62QXGADzrdp9vQdliF8qfvN7OzbPDLn5rhHKSbQLKsKYaweRPq+bp2ecaGtYD0ynaotmkvMzuCxs3szehOfsaCUdDdLD86HD9jgdN9luuAI5AP1g6J9u2RT3+Gy4rjEC8vIPt0Z1HUV5hi6V9z3lxArgXc2Zr72u3i4fcjf/Y4FJO7AtWIb2w5zr+T928XtMZ+g/jXLNe3nEmT2hrTwQwJu/lzvuD9nIH065RifHdEMuFBlAudi/wxs6xTT0Qxmz1QfKFZWxuheoDXIJ58J6oNb0ALGwqUX303krurkby90mXhJii//kHv/0/x9VPwyB3ej+eiuPFm5BxXkmFDoZy337S6qejDS5Ed06nt/GEk919hZlPNrFUOFGTvvB0d7DdQVVW/07QfrQ+pfwjZI+9GPL4n0itrUJztbPLLhb+PZM80ans1zGwL5/fpJt9oXY1KVVW/RnmTk0w+1N6W86OfA07yTf1DIdG6H4oZHFTQWmIt3d9XciWyM9ILaqYj2+65yJ5+GPF8etljM7rq+10+5N8/z8zOMNkau5nylBeiGN1XaI8vAP+e6DL59f9pquPf3cymIxt6AUPH6YF1+zB+hWynM5C+X4zyWBfjtVHev2eZYrvJpv+uyQ96NXmfyl3ILvimqYbzQJQPvMj3WYxr/5og8dXWyP46nsHzN6r9SqYYzsm+PvZwXXoGsiMvLNpYjvy8p5vyAB+j+UuP67S/22SnNlsTY067z8Ol3va5pnhuOmi8l+l+h6kGex+TT3UI2m+xvEmedEzotsF5ujlIdq4g2+5/crpvNPlxH6w/pwXa2RWPQXURT0HxsAGUf21Vn3Yv8qkuNvlBR6Naxp8Wef0+ilitmW3iv+1HtQCHmOpPT/PfpnE7kWxbP8EU40nyERTnSPuq0guGHkH688fIRtncVNv2Padzeosx6UMybQqwlQ22v6ejWpL6gRIgH+fLPmYbIV5JNks6vGem5VwbqBb1TTTZZ2Xy+U8zHTLVau9Uign/Evl3XzLV3z2bHC9J87Qz8sWSj9a0TWT7pgNi70B6fyu0ZhPdB/ocfwzNU0Xe23Eu0rOboTzTGvIhp0f52P0R1UCf7GOeDi4rD9TuRzmzndze2Y3sH+1Bjm2+0tfHS31d7+TjcROK8T7OOt/v0gp9KOaW4iSXoJjZhxE/TfP+b25m/+f2zhuR7b0nivEsRvbxE1Cc9zn+3XkoDvd7cixjufPFIBTzvg05bplqxJ6OeG9TFOe5AXiVqd7698jm3sIG1wk/ivMXst03RTq+3P+1BtUZHWGy41+G1sibTXZz+YKLofAYJLuuQX7HLO/Plr4+KnxvBLL/j/L2dzXfr0Wuf+gW2u153cQUPzwPyaK3IxmxGMUVDPlU96B6jOSHXWOqSdoJ2YHPNbNzyPsfdkXyayqam8d5+9N8TLclv+z9I4jvTiLXm89HdZMg/l6OagXeZWavRLbVNjTWLPWhdbER2Q47iXwgzvcQP6719m9A8n8KysVsB9pr6H0zxDO7A/Nb6MZmWIn8QENxsZ1R7WHaA/wltFa/hvjhMygGvhOD8zYJOyMfYFtyPdA+iM8PJefur0K++9Xez7PIh03X94gmDLX3DICqqvqQDfESFAP7LPlgz/Sc+9GaPQXZp983+eGXIxn1SRSzm4tkx7qYBTpwaIoNP697F5JTr/b+rkS8sieSz6luegWSL2lP2KfM7Ghfo2egeNi9KMa1PZId26G49hp0iPi8qqrSofpjhXLv0Y5O905IBh+E9mitRYdo/xuKBYByMie4rku1H6O1GRcV9z3V9e/mqC7l2cBFiJcvQLx+DXmvxXCQavBmWOOhiRt52+v2GZFfwpJipKC1vz3Sux+iyR5ZP5ju9UjuXuG/WwK8wa8lOm5D/PpFNH5nm2onGmo6rY3/789aZ9sg++EsFA8Y1D9Hfb/EY5H/Xdqja4B9mtHj96w7LNf112VIXm+C7JJdaTwQshV+h+TeMeT67GGhqGP6JNIRH0YyeFOU2x1A+7cPQD7vGmQX/Tt5j+Zav/8ZSF7/BMXwby7a+SnwKXKeZ0fywa51JF1yNuKjx+BjiHzgdGDfA6g+v+WcJnu1wzFoN+9dR229bIP4r4z9JzTz7dKeoBcju+AcRu6TPoTG+2tmdpgph3G2/25jdHjpNcX955EP2m22F/EAZDfsDtzcTk5Y3o+4K9I3L0N2+B5oz+U7yP7AsSh3ciaK/T0TeGVVVfP9+gDSs3uSa6jT3oRLvY9pTFKs5//I9utH3eb7u39/sPflo7TgKeed76EzWt7v434R2b75M8rvXuXP2hLpwRQr7kOyesfC3j2HfKbArT4GQ9VAVD5ee/j9Ayhm+xO3aV+FbL7/MrPjzOwCZIfs6n17IZIn6YDHyvt9QtHGCrRfHpS/no3ibslX3hbxxXbIXltpqovqR7bzC037v05FfLUjmq96v1Lt9GbIpmpWc9rnz1iE/P6D0HweZmbXmWph9rEW9Q/Q8SGaN6Lzc65Ae3SuA7Y3s9OQnLsB2cWX01qvbuf2+2ORPpzhY7kfirWXh8f/As3/W/15lyNeqq/h05FN9hMkI5+A1kmyXT9Jzg9t7e1eivz17clr6u0Fzy1APtzBptjT2xFPrHtRiaOPXKv8GNM+m1P82s9MefS3oJduVMiHfqIprz3d7zsE5TLuNdUW7E9nMvtc7+N3zezbphr4mX4t1Rvf4X1+lZkdasrVv4LBfsiWKOeR4kF3IB38XKf1FLKvk+yY9+G5fpMvOt2UO/ijdXBwK/LZ3o/s5l/RnOcG5ZbQ3NyPzvRYhOZ3RAfIusxagPzdD7gd/wecJ5J8RvbATshf3A35E8n32c3t8oPM7GAkT1MuMtVSfQ74lsftAd5kvmfCWteTfAvJnYY8uaOPwecRtN33YO33GnSK5d73HVGu6ds+fv+EeO96xP8rkK7cmlG+PKg4b+tObzOdt7Ut+YVh7TAF1djcinJjC8iHxaZ42DObjMlJaB6fhWTPHja8euPLaPRTP4PG51LE62vItkqKH96JeO82ZNPthmzDPlQr9Aun7QykQ1McsB1moTzs/7icONRUm3ee9/U3Ttdm5vt3TTVk70A2asrB72WDY75DYbLyeSAQmCyoqio+8YlPfDaYD3IqKmD/4ru5KCi8qf893e/Zocnv34OKbFf7v++uXa+AN9e+6wM+XPz9POTor/R//8V/99wO+7AMmFH83ZReFED7hfftXhScvQiYU9yzEwoC9KND7Gag5PSxrfpEfvPU9OK79Iahc4vv9kcb8tJhabegIMjDyKFIG1lPrfXt1tpYDfgzKv9uc//ta0Y4XpuiAMhDKFB+OgoM9xX3zATmtfrbv3srCnD0+7OuAQ4tru+NipxWokDe60paUKLyIv//ZsjIX+D3/7rJuL+XfHjzam+vAqb69Y1Rgmatf/9XPAFaPGOOP/tqf9Yan4Oji3vOR8GCFShJe7Pftwbx/F/LOfPf7IaSCI94+zcDTyz5h8a1sxr4fu0Zr/VxWl3ORZP5nIoCrMuKvi5HjtAuKAF0p39/HQoGVmS+Lcf0yajY4CHv75+9f4/4uFyLEsRzCz64w5+b5mKaX/ukj9dafI0hx/QY5EitRA7qz4F/9uvTGCyPbiyf69/93L/bCgUCb0br4iH/DHifdyxkzgnOD4/4b1eg9T0VBcEX+vf3I+d4h6K9j/v1Zf7c+53+1d6/tf7dySjo1Uch4wq5Wq7towpa1qK1twa9IRCyHLsHyYtf+t/L/PonkAzpdzoGnL7f4vyLAqLpILuViN8+WtCwWTHfFYVcaMNvDX2jkdfTAelPrP3muGL8zkYH9i5F8nAlkoEP+NjN8P5cVHvGTCQvr3JaX9eJvCt+/69Ipq/wMTkal6F+fUYa20JeV4gn56IA/Xf9u4dRAm+jZmNSPOPr3ucVPsZzUGFQmsMdEU+uJMuxm1Fg9HL/3TIfuyXOBzeggOcR5LeyryIXb01rNydkvlpWo7WVfjy7xiN3I56r0NpZ5u2ndZAOYexDm/1TsqfyOf500eaVKHB0p//uflRwsR8KQFeIdzeu0TrHaXs+Crau8Hbmk9fwiX5v2gi0xttIb39Mb9V60L9/E5J36c27j5APIV5VtP0HmtsX6c2D62hGRXknomDcgLc3FyVqNkIBvVSwlfgqyZCpPhaJN9Y6Xae0kin+3Q7e/y/Xxw/pzKUoCHoR4vmqyefhYvxmtrjnqvoYNOH//Vr8tvxc7zSt8blZg5KGFyDZX8rMz3nfVqFCzLb8Ufw9BcmcxLdrUeB/JkosljpgJdkWWIyCiz8my6q70xz5s1/jz0rPnY904pxijr6JEr0P+3OO8u9TYngBKrb/Y0HjHMRry4o+fMz7XyF+WlPQs4v3YTF5La5GMmLWEDwzE8nW44p5uRDXn37PWWidLkGy4Is+P8t9Pu5Ba/AsZDMkW2St0/k3pFdfigLbSxHv39yMPmQf3uhjvsjpSXb1Qh+7ZKf8wueonPM3IHmTxuJBinWLZOzqYs4TfSfTmW17SkFfheTy5jTXubOQjXYfWQ6VPDTTvy/H5IdFm6vRmijt6dI+LGXO1KKtAR+fk52GeSiRkWy1ND+zkB+QirXTtaVos1Qas6Fk8g21ObvVx3WV/2YBjbrjXP9/Ws9nIPlV9qHZmtsfrbHEY0uQLukreOg8lJhYgfjxHd7/r9TGy/z6LxksN56CeDq183fEm5XTMNXnunI670J6r9SVSZ6/x+kseX+Jz1Eag35gRX1dFrSkdb/SaTkN2b9zkDx/GkqgL/N7Eu/cgxJIi4u57adxbV5A1osN6xLp0CQTr0U+UeX3ndtkTKcg+/8ep3cpKjrDr51EtnfuQToy2Vv7k2VxOrzobMQXrWyU0oe/02ld5rQt8X6XPJX4fsD7+QZv9zKyTf6Xov+JtrOKdl5J9kHSuljZhLa/kP3aueQDk5JPtgTXtX7PtaiAIcmlxFPzqa0FVNBxLfmt8mm+UxHSUu/PlTWb/2Ty2krrfGOK2AmZp6b5dwcUdK/2uRnw+fsEg3XouvXcwjaor/GF/qxE963+SWtlnvc13b+i1q9/Qus9yZ7h2AY3ehtJj51Y0Dff+5n07XD12MvJ8YWlyD87oaDva7g/7b/7kY9FqT8uIdvI99DIL2M57klGfK34/Q0+DqUuSvox8dMq4G3F9W2QvF5Jjl+tRry/pOjX6bUxXez/pn7NB77dol+lbkoH8k4r5vwS5MckGz29qCXJwr/6d/eT/aokJx4i66a51OynJjSkeEnydz/n7V5U8NzxBS3JHk029zT//kqyfl+FClaSLp5Ooz0z1ccu6YhkYzzXv++vXbsZFWL1k2MHF9fsp+ucxmQvPET2JfYmH6hXOc2Jpllkfv07RUwHFbeUPk+yzX5VyNrF/tt16wqt/7n+3al+7/3IPkk28gHFc9PnEp+3JCdTm+mN70mvpXE5i+Y+QSfr6gEfx3Y23lp/3q2I55aRdeEAmecHyHG2H/g9KRawrKBzDoPlWZLTaV2dgvzBu8hvKi/XVeLtmWiN9SPeS4f5JXmReHElWqO3IV03QLYl0rqpf1L843Et1mxdTp/n45n08YvRWip9uL/jcW8y/6c5XoX4e423vZKs+9+JCsaSvk7xi8RrW6D4y1JkY02n5vOjOE7qW9KBVsibn9OYS/g+2b9NOqYP2QmJ1xIflHPSh8eWaG4XX0u2EfdH8aTEz7cgu/YWxOer/Xn7Fv2oUDy6nIt1bfo95zvN5Vq4we9LB4aVMZJWvlUntv1MBvtCl5P5fgGKGfQV7T0L6f7EGw8jeTGz1s95iEdWeLvfo7VefZr3L9nna9BGxJ2KsW6q/1FcZYAsp2bQGFtssJfLe8h2V/o3rec+xKMrgM91qv/bjbe3ubzWj/uQDEo5vdtpjMHsjWI/K8k2bAW8tTbWV9Dafkwy4ocFjRfTqBeWeL92aDfW/vs+4MGa/DgdyY8yXvKnos39yTH/9JmF1mmKGSSb70q0eSuN9aLimWfSKBfm0FweP+TPXMdnPv6P0ujv9JPtzOSz1vn4CJ/TpWTf9LxiTpNts8yff7fTnHg52SiJX8tYwr3Fb+ehzSn3kNfMzwpaPuXjW66hK/3fVcjmW1i0O+D0PEzOgd7YbF6RHCh1/ZZI1lX+zLRZaRU5TrIEyaIU95iB9Fnqexn7Xeh9SzphAeKXlcUY/LU2j8mnTfbTG8ixs9JeSnbur8jrbpGPVYoh/cE/S8k+8oNkGX2/3zcP2YppTgd8HhLNs2jMzc5Ba7ak8+xijhZ5/1I+4fdIV7W1cxgsR1L8fK3Tc5XPZ/IBki2U+C/N1UNo/n9K1n/N+G+5f9fvzzofyetkQ7/Ln5tkYsof3EeO+bzX2yttnSvJNldF89jSZUXf2sn1OTSu9aRD19A+FrcJ+bCdFKdNtkFd1jxAlkMDPj7N6C3X0JVkm2Au8kNn0KiD5pBziiluM7P43Rwkw8vc7klke/4Bso/6O7QpoK6HzkU6oF0cr9OxTrmyZA+mjTUVkpO/QrxyO+LnoWziJIOfj9ZYyj8kedrpWM8i5/JTHrdeB/Nacr5ioMVYp3zMshq9yaZOduw16KDhNNZp/oY71veidbgCxf6uLca6Lutuo5FPpvnfh5Hl++1ok1fLsS7kyO+Luat/huRrJLeTnryAxjzFFLJuqPx3byiuJ1/qMDLPPID0RCfxlfn+/zR2d6B1sS2DZWTKax/pz+33MUz+181IBzTEB+v/97+TXOwvnt+P1t5ZPvf/SaMNlWJ0CxE/JB/3D2hdpz6tRrmnBpu0mU1D1neD5pjG2o5+cm466ZSXk+NEf0TroqKxdmomtfxLLSZyJ53XjqS47WU0xrsqYJvinlvI634l8JPiGXN9bAfV4iA/Mo11iu0dXR+zFjKo3+9PPLOAxnWwwr9Pccak//uQnbASrYe0+aLZmCVeL3MdaY5SHuHnaKNNJ+u2XAePkvVqK1mT1u4ipzmttYXAmc3mjaxDK+CQov0nk/3NFUjefBX53XeS7bsv02gbJxsk6aQLyL59u7jtVxlsfxxI1n11XvsJjTHHKYjn0zq8B8UBy1qKq8n8mOyyZGcfXp/Poq2StkX+7DI/8L/kdXYHuYZqhfc3+Z/701k8s8Lr6mpzdnXx3QFIB5Y83E+2dw6kMf/UUT1D0d+/Fb/7LrCLX3uDj2Gqq7wByZXEy2uRvC15OcUzRmJbXV+MffJxdimevS/SpWm9pj6/uc3YTSGv01UFT5Q+/JlOQ4oVp7qidfqPLEuSr5l472Gy3zGfRv3zdac35czSi2Lr9H6gmLvbgYNr+uF6/76fxhxhqR9e7+O1Asnjh/2eu9BaOdppeCfZRk9xvsRHXyXrshRz/BONa/gqb/eMGh/ti3gs9aNeD3e2j09an/+K+Kis7/gb2nCb1k+SiSlHVHkfh7LDUs1L+s0Mv94PXFPQVM5FuR5fWtyT6iKurPFUMx093e/dl0Z53jLP2GIt3Ef2Ic/Ha6ea6XEaY4tX0mjXzHHaLmpHd3F/PT/6Nzq3fZf69WSXnI82EJd+xjq6a7SvQnU8p9NY71b36cr6irVO5yzEd6f7+CbfOdlFndZX3OTzlMb8QnLNXZrf/yjuuZPsL61ri+a1NZt7O33kjbhJhsxD9lrKXaTxPZKcU0h5g4pGP+51TsNAi7aSLlrr/T621ud2NlSy7ZJ9dC9a+yVv/NHbLXm2KvqwJdLJS8m+e1pj3y/aTnV/xxffvdm/K+ftKGBRcc9fgAW1PvyCzIOd2s4fIMu9uSVv1Pgk1SWU8fuZ/t382tiWsuUlPs+Vz+UrkAz+L3ItaopR1fdq/NWfsSlai33UalSKdt+Bau6X++c3wDtqffgwuZZnHoWPVNC60HlmXkHrDHJd+1GMcF8JTXyJgq7VwGmFLCrjIKlOd2UTupIv8sYWdB2BZFjKVd3u87Z5B3SlDd+JrncjHkt03YPkxdOa9LWsc1437gWPXFPQtcqftwb5TKl/H0H10bc5nyTdfG857shH/g7io6X+/20msH/LaNxfk9bAGrQGX5nmr7hnxPuVUA7z+0hm9ju/XAG8unbfM5Ac60dr8YQWc1NfE/P8Nw28N160k2VK/bOmx+lO9SuPeNu3oLqBu8aLbgbHjhYgnk90L0ayt6zPO8ufN6guhSJvRAu7wn9zO9Ixqa73C2i/S6v6tKmo1jbp3wFk++1R3FOP1U73759DY87tGlQj30fOcR/h11ZT7MUh6/q0ryHFua7z36V9QMmWWOnzcX1BV9lO2vuSaEn2d9pPNx/4ZZN5motk3alkW+Iy8l6Qaf7daTTaKVcC+/k99X1WKZaR9lw22ztVjwmnepH7UV6kQjHNytus+2jN2ryGrGefRfaHV5BjJMkGXITkUPp7sf/u0+RY0p+QjZrmYK3T++4aX6QxP9T/fYu3mWoXf+l/pzhTmWeuf56E9rvc7b8ftAeJWu5jCHmR+CLNbdpPtpZck7YIxXuuptFeTL7vEqflDzTGe45AOj3lwwb8OfsV7VfAb4u/p5D3tVU+36f5/KR6z7XF515yXdEAjXXCqa6g5K9+st0+w//9EForqV9lvu9ulGtOcmeG/76+n2i635N8/NeRayET//4W6bW0N2Kh0594LO3XWu5zWhXP7wf6i7+f77/5t2a6v0Zbqz2vSxAPl/VOaX6TLDoAybtEY5rHW1FcYB45xpL8+34kmzjJ6tEAAA7xSURBVP6HLNvSc9OY3ozX35H39q0q2llAoxzej5yLq5BuuNvpTjLjeeS4fjl2j5BraBPfPOTPSz7J33D5V9CT1vkleA0RsuU/3+HaarsH2O9J8bPlPiYvonk86uXFPCUZO5vs8x/j36V4xQJyzj/Vpd9JkTsqaBhy71ltfQ4nbv43xEf7MvQeh6TP2uV1T6XmD5Jj0Snu/xYkE1Is+zd+fbrTfxqZL1Ou8XeI11vRfzRDyFSarD8G56FnwqD9Nuejw4fT3/W9R98ny+XS9voO2Yd+yOd+FbK93uO0HN4Bn3Zqp/fRRCd1shY6XC9bophkqvv8JFmGj8Xe3nXrrNbHMpbwDHI8oKGmk878/1L3fKdV/2o8ntZXkqXl+jqXbNMMqjEteCzJ5BQbW5vGjJx/n0leX+v+X8iupCcH6ZQ2Y1p/TprTFWQ9uBTZRY8i+6mMJyQ+n1vMaVkzPOishQme0zmj4evinrk0+jPN5Nyg79q0Wa6XNO4f9WtzUMw+zX0z3y7p4Wf6PUP6dvW5L77/INkuSjUja4AvFvecQrYt5hbfJ1+13It4eKvxZP2QEyVf7EHjnrwlSCfd5X0s7bK1/owLfGw2Q/pvnb3rz7zK/343Nb2f+kpjDUQfinl9g8Z9JGku56BDh8u6gjSXyX5/LHn/etK76d7TEN993v9el+cj69QUZ7sb8V/KUd1N45kdJ/vzUu3H9jTWmaTa6ZSPXVdz6rQeTWN9XnruSr9+P417m45uwTPN8ukphzuNJnE/v/ZCn58VPra/AJ7QhjdTHCXVYD5CXitfQIftlnmspDvSPuLrqdVtk+VVijks8z6ketK0z3SArFNKu7DkgRkFnefQuC/nJnLNQLJ30z6b9IxpBQ8sKp77sLeV1vF1ZPtkCY01vIfTocxGcdubaNy3VZHrjTdF9QbJBl+BZNJS8v6VHcl7eipyPOgBH9M1ZP+/QjUpyQ5+OY0+YbLnUs5sLq3rF1J8rGIwz6XYT6o7qdvxST5/sZivZnZwWfs9jSZ8jPiu3E92tc/dWrJ8TvvT0+fQQg6WMYb5yEe9GPmsDfuBCpl1NI17HQ5vMj6PQevjjCbXku/YT6Pv2G7fQ9u9HRviZ6gxaTeeHfD3ePipbc/4KH7/chQLSHvckj5JufF3ebtpHP5KrpU7mby272/Gj03amxF8Hp/4xGc8PmljZyAQCAQmCGb2epQMfHxVVYuGun+MadkBBa/eWlXVD7v43Dcio/PPyKn8IiqC+ocqFNGI4G83moUKzpqOoZktBKZUVbXDuBIXGFOY2UwUUHv6UPf2KszsS8DLqqrq5puSexJm9iMU0HjtRNPSCcxsLkr0HD3RtPQSzGwLFCQ5pqqqc2rX5jIJxszMZqAAXNs3nwYCgUaY2e/RZrZj/O+5TII1HwgktNNhgUAgEFh/YWYV8P+qqvrBGLYxLH/XzKahBP0BVVX9dqzo2tBhZnNQAcRrJpqWdpgsdPY6JnJdjVUuIdAZxkPOb4gws2ehIuf9q6q6caLpGS0iHrj+IGRuoJcxGWWNmU1HmyV37IH6jGmEnzQsdCNXPlHjPtloXx/qEgJjAzO7Dh3o+LExbOM89NKaQ8eqjcDoMda+qdvBDwAvrqpq7li0ERh7TIQ+GWd9OYMu2MNmtjPatHVQVVXXdoO2wIaNDaW2xcz60Br8fK+3FTHdiUUv7dUYCr1Ka6/S1S1E/3oXk5X2oLtr9MxlA7BphovJtq+h2z7aaPo4UTxuZj9DLyo4cgzbmFR8MRKETb3+Y0PMS2yIfe4UvZTT7RT1vUcd3N9TtlcgEFh/EPIl0C2ErTJ6rC/+2GgR/tz6h27tB4o8eWBDQPB5IBAYDTaeaAICgUBgQ4OZHY7eanEP8HTgy8BPJiLIZmYvAbZGb4t4PHAietPLZV1uamvgJGBX9MafucB/xuHAncPM3gvcgDY+PA+9aWdOGkMz2x29uSe93egj6E1GX5oQggOBAmb2EfSmrGXAy9AbTo+bUKI6gJldit7q2wyfrarqs7X7HwMciWToGvSmxdf7v+MKM5sNvL3F5e9UVfWe8aRnssLMpqC3h78fvbnpexNLUSAQGEu4PfUK9BbzTdDbVp/p/wYCkwqhwwKBQCDQTfSSvxsIBCYG45hLCATGDS1ebvlH4HcTSFYgEDI3EAgEAoFAT8LMNgOeATwN+NoYtbExsDdwIPDtsWgjEAgEeglmtgmwPfBZ4PexGSwQCAS6g17aqzEUepXWXqWrW4j+9S4mK+1Bd2A8EDWhw8dE87i//OgFwEHA7DFqI/giEGiB4e4J7EWY2bI2lw+uqurqcSMm0ICR7D2aaL3UTcS+1UCgt9Dr8mV90MmBQCAQ6C4iTz48mNktwO4tLv9H/WVRXWjvOFqfBXR1VVUHd7O99RXB54FAoBuYMtEEBAKBwAaIqegQ19vRholL8WC4mc02s2UtPmORDN4E+AzaYPoTYDnwT1VVPdrNRqqqOruqqr2rqtqiqqqdq6p6W1VVC0b73AkYr67AzI5rQ/elLX72JPTGtj8Bn0bFAR8prq9FRQM/Ai5Bm2VmAx/qIt2HtaH7lm61423d0qatw0b4zEvbPLPnD6sdK4x2HXU4rvsDPwXmocKTj6Mkw4ShQ35+F/DsFp9mY1MBBwNXAb8H3gK8vaqqH3WR7k75+Pg2tB8/gna7viZHi+Hy7gj7sBuwAHgn8K9VVa2e6H6MAicCW/bSHA6FXuK7XqFlhDZEJ8/tif6NBl3qw1q03q8HrkMvZTi4qqrfThA9Y4Zep68Zxprm8RyTcWprTHXYZOQh6G26e5m2bsOa2+IDZlb5v5Om/xM5b2a2W5u2l5nZbqN4dk/zY6/TN1JMMD8N1fZ4+Lsxr2NPSzu5MWBmj04COocl38Zz/IeguVVh60jbusXMlgEphnXVOMxXV3IJvbQmuoH1oT+TpQ9jROfWwKnArcA5KP/yirF8ueVkGO+xoHEy9HukqPXtUZNfkz79I9RhXc/fjnYOuqmfxxIt6Bwo5qRu76xP/Dep1tZko32i6LUu5JBirEdEw4jGfbLR3gv0dhtj3ac2z19tg/X+sNZqr8DMXtRqDIEHgV8CFwLf7fB5w52TpwO/Rf7umBxCPEr6Jhy9TPN40tYNHdkFGnpmLnqJlk4w2ejtAFuMoj8vAOYDz2eCX1w8UfNiXajpnEDaW+pN153rJd3jTXu7toAtu9nWSGFdrq1eH+RkD/Shl/ZqTFZae5WubiH617v9m6y0B92TAD2gn0ZLS0NNKPDVJvbRi4B/H+kcDTXvba4tsy7XRXQJE83j30P56JPRXr+26AZfjLRW2NrbtIu7PVad9NVqeT//6f8W33U9P2ljvO+wDd8NmOLMEy6fOqB10LwPwT+3FPeNtxx+F9o/Z00+x9kI/LUJQKt9gc9GsfSuYwLmqasYR/pHsvdoovVSNzHqfaudyo7xRF33NPkMS/dYF+JwI+jDRNair/dzOox2x3vupwKXA39DudwnAi/19nohlz3cffrAhsVTQ/T1kTbXRmWjDiEz3ocOh9x3PNfPaDGecnCiZEwbejree97J+hqvsSzortffVma2JnhuUHut5nmgNl5jyfuHAYcBrxyFfO6ZPPkkwatorUsvHIP2Zrdp711j0F5bjPc68zbvbSKT0ufeDh8TfB4IBEYNG8P9bYFAIBAYJszs8cBjW1xeWlXVwvGkp9cxWcfLzLYDtmtxeUVVVfeNJz2dwsy2RoHiZlhdVdVdXWxrd7QBuhkWVFX1yAieuQuwRYvLi6uqWjzcZ64PGO06mqzjOp783E1M1HiPxZocLYbLu73YBxg/Xdar/W+HXqK5V2gZKxuiV/o3GvRaH3qNnjp6nb5mGGuax3NMJuP41zFZ+9DLdPcybd1GC1t8Z2BjYA3w99q1nu3/RM6bmW0MTGtzS19VVWtG+Oye5sdep2+kmGB+mvAx7QUaxgK91K8h5MbOaMPQQJNrvUQnDEO+jbON96Q2l++rqmpFF9vqGb4aLiYz7c2wPvRnsvRhstA5FCZDP8YoP9Pz/R4pan3bCNiluPwgUB7qO2IbfbQY7RyMpf/RTbSgM/mbAPfRaO+sT/xXR0/3bbLRPlH0diOHFGM9IhpGNO6TjfZeoLfbmMA8wnbAShr1fkLP1i41g5ltQaM904Cqqv4yzOf1NJ/1On3N0Ms0j3McZsJrBntpLnqJlk4w2egdCutLfybQ5h11LdwE0j4qvTlZ6fZnRH1FgW7Xok6GPg+FXu5DL9gRnaJXae1VurqF6F/v9m+y0h509w56ST91g5axmKOhntnmGnS5LmKs0Ys8PsG1Y+1s2sei+W+GkfLakH2diPzkWO/XasN3OwP9QLPn9/x+rU59oong8cm6d3Ai0Uv6ciSYrPT3ol4aa/Ti+uy27ul23q3DNnvVnlgv5nQY7fbS3E/aXPaGxFND9HU7mtuJMEobdQiZsQjYoc3Pe6JesI5xzl/0VE3lcPaed7K+xmssC7rr9bcg+bXA/7/B85y312qed0a1sQuaXOs27/ecfA6s35igeMJTgZ1aXL6/qqpbu91mIBAINEMcEBwIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgcAEYMpEExAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgcCGiDggOBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgQlAHBAcCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoHABCAOCA4EAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQGAC8P8B6xySai5KGdMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 7200x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from operator import itemgetter\n",
    "\n",
    "feature_names = data.drop(columns='Y').columns.tolist()\n",
    "feature_importance = list(zip(feature_names, tree.feature_importances_))\n",
    "feature_importance.sort(key=itemgetter(1))\n",
    "feature_names, importance = zip(*feature_importance)\n",
    "\n",
    "# plot\n",
    "fig = plt.figure(figsize=(100,20))\n",
    "y_pos = np.arange(len(feature_names))\n",
    "plt.bar(y_pos, importance, align='center', alpha=0.6)\n",
    "plt.xticks(y_pos, feature_names)\n",
    "plt.xticks(fontsize=14)  \n",
    "plt.yticks(fontsize=14)\n",
    "plt.ylabel('Importance', fontsize=12)\n",
    "plt.title('Feature Importance', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'numpy.ndarray' object has no attribute 'columns'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-48-901c1061bf7c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: 'numpy.ndarray' object has no attribute 'columns'"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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